MLToolkit Example

Create Date: July 1, 2018; Last Update: June 22, 2019. Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0)


Adult Census Income

Predict whether income exceeds $50K/yr based on census data.

Source: https://www.kaggle.com/uciml/adult-census-income/home

About this file Attributes:

  • [age]: continuous
  • [workclass]: Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked
  • [fnlwgt]: continuous. final weight. In other words, this is the number of people the census believes the entry represents.
  • [education]: Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool
  • [education-num]: The highest level of education achieved in numerical form. continuous
  • [marital-status]: Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse
  • [occupation]: Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces
  • [relationship]: Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried
  • [race]: White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black
  • [sex]: Female, Male
  • [capital-gain]: continuous
  • [capital-loss]: continuous
  • [hours-per-week]: continuous
  • [native-country]: United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&Tobago, Peru, Hong, Holand-Netherlands
  • [income]: RESPONSE (">50K", "<=50K")

1. Load Python libraries

In [1]:
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
from sklearn.calibration import calibration_curve
from sklearn.metrics import roc_curve, confusion_matrix
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
from MLToolkit import *
MLToolkit==0.1.2

2. Load Dataset

In [2]:
FileName = 'incomedata.csv'
Data = pd.read_csv(FileName)

Add ID column

In [3]:
Data.insert(0, 'ID', Data.index+1)

3. Explore Dataset

Fields, Data Types, Bastic Statistics

In [4]:
DataStats = Data.describe(include='all').transpose()
DataStats['DataType'] = Data.dtypes
DataStats
Out[4]:
count unique top freq mean std min 25% 50% 75% max DataType
ID 32561 NaN NaN NaN 16281 9399.7 1 8141 16281 24421 32561 int64
age 32561 NaN NaN NaN 38.582 13.64 17 28 37 48 90 int64
workclass 32561 9 Private 22696 NaN NaN NaN NaN NaN NaN NaN object
fnlwgt 32561 NaN NaN NaN 1.8978e+05 1.0555e+05 12285 1.1783e+05 1.7836e+05 2.3705e+05 1.4847e+06 int64
education 32561 16 HS-grad 10501 NaN NaN NaN NaN NaN NaN NaN object
education-num 32561 NaN NaN NaN 10.081 2.5727 1 9 10 12 16 int64
marital-status 32561 7 Married-civ-spouse 14976 NaN NaN NaN NaN NaN NaN NaN object
occupation 32561 15 Prof-specialty 4140 NaN NaN NaN NaN NaN NaN NaN object
relationship 32561 6 Husband 13193 NaN NaN NaN NaN NaN NaN NaN object
race 32561 5 White 27816 NaN NaN NaN NaN NaN NaN NaN object
sex 32561 2 Male 21790 NaN NaN NaN NaN NaN NaN NaN object
capital-gain 32561 NaN NaN NaN 1077.6 7385.3 0 0 0 0 99999 int64
capital-loss 32561 NaN NaN NaN 87.304 402.96 0 0 0 0 4356 int64
hours-per-week 32561 NaN NaN NaN 40.437 12.347 1 40 40 45 99 int64
native-country 32561 42 United-States 29170 NaN NaN NaN NaN NaN NaN NaN object
income 32561 2 <=50K 24720 NaN NaN NaN NaN NaN NaN NaN object

4. Creating Feature Variables

In [5]:
Data.dtypes
Out[5]:
ID                 int64
age                int64
workclass         object
fnlwgt             int64
education         object
education-num      int64
marital-status    object
occupation        object
relationship      object
race              object
sex               object
capital-gain       int64
capital-loss       int64
hours-per-week     int64
native-country    object
income            object
dtype: object

Identify Response variable/Class Variable (y)

In [6]:
class_variable = 'HighIncome'
response_raw = 'income'
Data[class_variable]=np.where(Data[response_raw]=='>50K',1,0)

Inspect Continious/Numerical Variables

In [7]:
table = histogram(Data, 'age', n_bins=10, orientation='vertical')
print(table)
               counts
age                  
1_[17,24.3]      5570
2_[24.3,31.6]    5890
3_[31.6,38.9]    6048
4_[38.9,46.2]    6163
5_[46.2,53.5]    3967
6_[53.5,60.8]    2591
7_[60.8,68.1]    1595
8_[68.1,75.4]     496
9_[75.4,82.7]     174
10_[82.7,90]       67
TOTAL           32561
In [8]:
import matplotlib.pyplot as plt

table = histogram(Data, 'hours-per-week', n_bins=10, orientation='vertical')
print(table)
                counts
hours-per-week        
1_[1,10.8]         736
2_[10.8,20.6]     2192
3_[20.6,30.4]     2317
4_[30.4,40.2]    17735
5_[40.2,50]       3119
6_[50,59.8]       3877
7_[59.8,69.6]     1796
8_[69.6,79.4]      448
9_[79.4,89.2]      202
10_[89.2,99]       139
TOTAL            32561
In [9]:
Data[['capital-gain','capital-loss']].hist()
Out[9]:
array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000027A2B50DDD8>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000027A2B54F438>]],
      dtype=object)

Inspect Categorical Variables

In [10]:
Data.groupby(by=['education', 'education-num'])['ID'].count()
Out[10]:
education     education-num
10th          6                  933
11th          7                 1175
12th          8                  433
1st-4th       2                  168
5th-6th       3                  333
7th-8th       4                  646
9th           5                  514
Assoc-acdm    12                1067
Assoc-voc     11                1382
Bachelors     13                5355
Doctorate     16                 413
HS-grad       9                10501
Masters       14                1723
Preschool     1                   51
Prof-school   15                 576
Some-college  10                7291
Name: ID, dtype: int64
In [11]:
categorical_variables = ['workclass', 'education', 'education-num',
       'marital-status', 'occupation', 'relationship', 'race', 'sex',
       'native-country', 'income']
In [12]:
print(category_lists(Data, categorical_variables))
workclass:('?', 'Private', 'State-gov', 'Federal-gov', 'Self-emp-not-inc', 'Self-emp-inc', 'Local-gov', 'Without-pay', 'Never-worked')

education:('HS-grad', 'Some-college', '7th-8th', '10th', 'Doctorate', 'Prof-school', 'Bachelors', 'Masters', '11th', 'Assoc-acdm', 'Assoc-voc', '1st-4th', '5th-6th', '12th', '9th', 'Preschool')

education-num:(9, 10, 4, 6, 16, 15, 13, 14, 7, 12, 11, 2, 3, 8, 5, 1)

marital-status:('Widowed', 'Divorced', 'Separated', 'Never-married', 'Married-civ-spouse', 'Married-spouse-absent', 'Married-AF-spouse')

occupation:('?', 'Exec-managerial', 'Machine-op-inspct', 'Prof-specialty', 'Other-service', 'Adm-clerical', 'Craft-repair', 'Transport-moving', 'Handlers-cleaners', 'Sales', 'Farming-fishing', 'Tech-support', 'Protective-serv', 'Armed-Forces', 'Priv-house-serv')

relationship:('Not-in-family', 'Unmarried', 'Own-child', 'Other-relative', 'Husband', 'Wife')

race:('White', 'Black', 'Asian-Pac-Islander', 'Other', 'Amer-Indian-Eskimo')

sex:('Female', 'Male')

native-country:('United-States', '?', 'Mexico', 'Greece', 'Vietnam', 'China', 'Taiwan', 'India', 'Philippines', 'Trinadad&Tobago', 'Canada', 'South', 'Holand-Netherlands', 'Puerto-Rico', 'Poland', 'Iran', 'England', 'Germany', 'Italy', 'Japan', 'Hong', 'Honduras', 'Cuba', 'Ireland', 'Cambodia', 'Peru', 'Nicaragua', 'Dominican-Republic', 'Haiti', 'El-Salvador', 'Hungary', 'Columbia', 'Guatemala', 'Jamaica', 'Ecuador', 'France', 'Yugoslavia', 'Scotland', 'Portugal', 'Laos', 'Thailand', 'Outlying-US(Guam-USVI-etc)')

income:('<=50K', '>50K')


In [13]:
plot_variable_responses(Data, variables=categorical_variables, class_variable='HighIncome')
                  Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
workclass                                                                              
?                   1836         191          5.63865            2.43591       10.40305
Federal-gov          960         371          2.94831            4.73154       38.64583
Local-gov           2093         617          6.42794            7.86889       29.47922
Never-worked           7           0          0.02150            0.00000        0.00000
Private            22696        4963         69.70302           63.29550       21.86729
Self-emp-inc        1116         622          3.42741            7.93266       55.73477
Self-emp-not-inc    2541         724          7.80381            9.23352       28.49272
State-gov           1298         353          3.98636            4.50198       27.19569
Without-pay           14           0          0.04300            0.00000        0.00000
TOTAL              32561        7841        100.00000          100.00000            NaN
              Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
education                                                                          
10th             933          62          2.86539            0.79072        6.64523
11th            1175          60          3.60861            0.76521        5.10638
12th             433          33          1.32981            0.42086        7.62125
1st-4th          168           6          0.51595            0.07652        3.57143
5th-6th          333          16          1.02270            0.20406        4.80480
7th-8th          646          40          1.98397            0.51014        6.19195
9th              514          27          1.57858            0.34434        5.25292
Assoc-acdm      1067         265          3.27693            3.37967       24.83599
Assoc-voc       1382         361          4.24434            4.60400       26.12156
Bachelors       5355        2221         16.44606           28.32547       41.47526
Doctorate        413         306          1.26839            3.90256       74.09201
HS-grad        10501        1675         32.25024           21.36207       15.95086
Masters         1723         959          5.29161           12.23058       55.65873
Preschool         51           0          0.15663            0.00000        0.00000
Prof-school      576         423          1.76899            5.39472       73.43750
Some-college    7291        1387         22.39182           17.68907       19.02345
TOTAL          32561        7841        100.00000          100.00000            NaN
               Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
education-num                                                                       
1                  51           0          0.15663            0.00000        0.00000
2                 168           6          0.51595            0.07652        3.57143
3                 333          16          1.02270            0.20406        4.80480
4                 646          40          1.98397            0.51014        6.19195
5                 514          27          1.57858            0.34434        5.25292
6                 933          62          2.86539            0.79072        6.64523
7                1175          60          3.60861            0.76521        5.10638
8                 433          33          1.32981            0.42086        7.62125
9               10501        1675         32.25024           21.36207       15.95086
10               7291        1387         22.39182           17.68907       19.02345
11               1382         361          4.24434            4.60400       26.12156
12               1067         265          3.27693            3.37967       24.83599
13               5355        2221         16.44606           28.32547       41.47526
14               1723         959          5.29161           12.23058       55.65873
15                576         423          1.76899            5.39472       73.43750
16                413         306          1.26839            3.90256       74.09201
TOTAL           32561        7841        100.00000          100.00000            NaN
                       Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
marital-status                                                                              
Divorced                 4443         463         13.64516            5.90486       10.42089
Married-AF-spouse          23          10          0.07064            0.12753       43.47826
Married-civ-spouse      14976        6692         45.99367           85.34626       44.68483
Married-spouse-absent     418          34          1.28374            0.43362        8.13397
Never-married           10683         491         32.80919            6.26196        4.59609
Separated                1025          66          3.14794            0.84173        6.43902
Widowed                   993          85          3.04966            1.08405        8.55992
TOTAL                   32561        7841        100.00000          100.00000            NaN
                   Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
occupation                                                                              
?                    1843         191          5.66015            2.43591       10.36354
Adm-clerical         3770         507         11.57827            6.46601       13.44828
Armed-Forces            9           1          0.02764            0.01275       11.11111
Craft-repair         4099         929         12.58868           11.84798       22.66406
Exec-managerial      4066        1968         12.48733           25.09884       48.40138
Farming-fishing       994         115          3.05273            1.46665       11.56942
Handlers-cleaners    1370          86          4.20749            1.09680        6.27737
Machine-op-inspct    2002         250          6.14846            3.18837       12.48751
Other-service        3295         137         10.11947            1.74723        4.15781
Priv-house-serv       149           1          0.45760            0.01275        0.67114
Prof-specialty       4140        1859         12.71460           23.70871       44.90338
Protective-serv       649         211          1.99318            2.69098       32.51156
Sales                3650         983         11.20973           12.53667       26.93151
Tech-support          928         283          2.85004            3.60923       30.49569
Transport-moving     1597         320          4.90464            4.08111       20.03757
TOTAL               32561        7841        100.00000          100.00000            NaN
                Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
relationship                                                                         
Husband          13193        5918         40.51780           75.47507       44.85712
Not-in-family     8305         856         25.50597           10.91697       10.30704
Other-relative     981          37          3.01281            0.47188        3.77166
Own-child         5068          67         15.56463            0.85448        1.32202
Unmarried         3446         218         10.58321            2.78026        6.32618
Wife              1568         745          4.81558            9.50134       47.51276
TOTAL            32561        7841        100.00000          100.00000            NaN
                    Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
race                                                                                     
Amer-Indian-Eskimo     311          36          0.95513            0.45913       11.57556
Asian-Pac-Islander    1039         276          3.19093            3.51996       26.56400
Black                 3124         387          9.59430            4.93559       12.38796
Other                  271          25          0.83228            0.31884        9.22509
White                27816        7117         85.42735           90.76648       25.58599
TOTAL                32561        7841        100.00000          100.00000            NaN
        Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
sex                                                                          
Female   10771        1179         33.07945           15.03635       10.94606
Male     21790        6662         66.92055           84.96365       30.57366
TOTAL    32561        7841        100.00000          100.00000            NaN
                            Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
native-country                                                                                   
?                              583         146          1.79049            1.86201       25.04288
Cambodia                        19           7          0.05835            0.08927       36.84211
Canada                         121          39          0.37161            0.49739       32.23140
China                           75          20          0.23034            0.25507       26.66667
Columbia                        59           2          0.18120            0.02551        3.38983
Cuba                            95          25          0.29176            0.31884       26.31579
Dominican-Republic              70           2          0.21498            0.02551        2.85714
Ecuador                         28           4          0.08599            0.05101       14.28571
El-Salvador                    106           9          0.32554            0.11478        8.49057
England                         90          30          0.27640            0.38260       33.33333
France                          29          12          0.08906            0.15304       41.37931
Germany                        137          44          0.42075            0.56115       32.11679
Greece                          29           8          0.08906            0.10203       27.58621
Guatemala                       64           3          0.19655            0.03826        4.68750
Haiti                           44           4          0.13513            0.05101        9.09091
Holand-Netherlands               1           0          0.00307            0.00000        0.00000
Honduras                        13           1          0.03993            0.01275        7.69231
Hong                            20           6          0.06142            0.07652       30.00000
Hungary                         13           3          0.03993            0.03826       23.07692
India                          100          40          0.30712            0.51014       40.00000
Iran                            43          18          0.13206            0.22956       41.86047
Ireland                         24           5          0.07371            0.06377       20.83333
Italy                           73          25          0.22419            0.31884       34.24658
Jamaica                         81          10          0.24876            0.12753       12.34568
Japan                           62          24          0.19041            0.30608       38.70968
Laos                            18           2          0.05528            0.02551       11.11111
Mexico                         643          33          1.97476            0.42086        5.13219
Nicaragua                       34           2          0.10442            0.02551        5.88235
Outlying-US(Guam-USVI-etc)      14           0          0.04300            0.00000        0.00000
Peru                            31           2          0.09521            0.02551        6.45161
Philippines                    198          61          0.60809            0.77796       30.80808
Poland                          60          12          0.18427            0.15304       20.00000
Portugal                        37           4          0.11363            0.05101       10.81081
Puerto-Rico                    114          12          0.35011            0.15304       10.52632
Scotland                        12           3          0.03685            0.03826       25.00000
South                           80          16          0.24569            0.20406       20.00000
Taiwan                          51          20          0.15663            0.25507       39.21569
Thailand                        18           3          0.05528            0.03826       16.66667
Trinadad&Tobago                 19           2          0.05835            0.02551       10.52632
United-States                29170        7171         89.58570           91.45517       24.58348
Vietnam                         67           5          0.20577            0.06377        7.46269
Yugoslavia                      16           6          0.04914            0.07652       37.50000
TOTAL                        32561        7841        100.00000          100.00000            NaN
        Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
income                                                                       
<=50K    24720           0         75.91904                0.0            0.0
>50K      7841        7841         24.08096              100.0          100.0
TOTAL    32561        7841        100.00000              100.0            NaN

Create Categorical Variables from continious variables

In [14]:
Data['CapitalGainPositive'] = np.where(Data['capital-gain']>0,1,0) 
Data['CapitalLossPositive'] = np.where(Data['capital-loss']>0,1,0) 
In [15]:
variable='age'
AgeEdgeLabels = ['0', '20', '30', '40', '50', '60', 'INF']
numeric_to_category(DataFrame=Data, variable=variable, str_labels=AgeEdgeLabels, left_inclusive=True, print_output=False)
variable='ageGRP'
plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
            Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
ageGRP                                                                           
1_[0,20]      2410           2          7.40149            0.02551        0.08299
2_[20,30]     8162         680         25.06680            8.67236        8.33129
3_[30,40]     8546        2406         26.24612           30.68486       28.15352
4_[40,50]     6983        2655         21.44590           33.86048       38.02091
5_[50,60]     4128        1547         12.67774           19.72963       37.47578
6_[60,INF)    2332         551          7.16194            7.02716       23.62779
TOTAL        32561        7841        100.00000          100.00000            NaN
In [16]:
variable='education-num'
EduNumEdgeLabels=['1', '4', '6', '8', '10', '13', '16']
numeric_to_category(DataFrame=Data, variable=variable, str_labels=EduNumEdgeLabels, left_inclusive=True, print_output=False)
variable='education-numGRP'
plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
                  Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
education-numGRP                                                                       
1_[1,4]             1147          62          3.52815            0.79072        5.40541
2_[4,6]             1447          89          4.45094            1.13506        6.15066
3_[6,8]             1608          93          4.94617            1.18607        5.78358
4_[8,10]           17792        3062         54.72778           39.05114       17.20998
5_[10,13]           7804        2847         24.00492           36.30914       36.48129
6_[13,16)           2712        1688          8.34205           21.52787       62.24189
TOTAL              32510        7841        100.00000          100.00000            NaN
In [17]:
variable='hours-per-week'
HoursPerWeekEdgeLabels = ['0', '20', '40', '50', '60', 'INF']
numeric_to_category(DataFrame=Data, variable=variable, str_labels=HoursPerWeekEdgeLabels, left_inclusive=True, print_output=False)
variable='hours-per-weekGRP'
plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
                   Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
hours-per-weekGRP                                                                       
1_[0,20]             2928         195          8.99235            2.48693        6.65984
2_[20,40]           20052        3790         61.58288           48.33567       18.90086
3_[40,50]            5938        2352         18.23654           29.99617       39.60930
4_[50,60]            2533        1100          7.77925           14.02882       43.42677
5_[60,INF)           1110         404          3.40899            5.15240       36.39640
TOTAL               32561        7841        100.00000          100.00000            NaN
In [18]:
Data.head()
Out[18]:
ID age workclass fnlwgt education education-num marital-status occupation relationship race sex capital-gain capital-loss hours-per-week native-country income HighIncome CapitalGainPositive CapitalLossPositive ageGRP education-numGRP hours-per-weekGRP
0 1 90 ? 77053 HS-grad 9 Widowed ? Not-in-family White Female 0 4356 40 United-States <=50K 0 0 1 6_[60,INF) 4_[8,10] 2_[20,40]
1 2 82 Private 132870 HS-grad 9 Widowed Exec-managerial Not-in-family White Female 0 4356 18 United-States <=50K 0 0 1 6_[60,INF) 4_[8,10] 1_[0,20]
2 3 66 ? 186061 Some-college 10 Widowed ? Unmarried Black Female 0 4356 40 United-States <=50K 0 0 1 6_[60,INF) 4_[8,10] 2_[20,40]
3 4 54 Private 140359 7th-8th 4 Divorced Machine-op-inspct Unmarried White Female 0 3900 40 United-States <=50K 0 0 1 5_[50,60] 1_[1,4] 2_[20,40]
4 5 41 Private 264663 Some-college 10 Separated Prof-specialty Own-child White Female 0 3900 40 United-States <=50K 0 0 1 4_[40,50] 4_[8,10] 2_[20,40]

5. Create Modeling dataset

Feature/Predictor variables (X) and Response variable (y)

In [19]:
Data.columns.values
Out[19]:
array(['ID', 'age', 'workclass', 'fnlwgt', 'education', 'education-num',
       'marital-status', 'occupation', 'relationship', 'race', 'sex',
       'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',
       'income', 'HighIncome', 'CapitalGainPositive',
       'CapitalLossPositive', 'ageGRP', 'education-numGRP',
       'hours-per-weekGRP'], dtype=object)
In [20]:
Variables = ['workclass', 'marital-status', 'occupation', 'relationship', 'race', 'sex',
       'native-country', 'ageGRP', 'education-numGRP', 'hours-per-weekGRP', 'CapitalGainPositive', 'CapitalLossPositive'] 
#'ID', 'age', 'fnlwgt', 'income', 'HighIncome', 'education', 'education-num', 'hours-per-week', 'capital-gain', 'capital-loss', 
Response = 'HighIncome'
Data[Variables+[Response]].head()
Out[20]:
workclass marital-status occupation relationship race sex native-country ageGRP education-numGRP hours-per-weekGRP CapitalGainPositive CapitalLossPositive HighIncome
0 ? Widowed ? Not-in-family White Female United-States 6_[60,INF) 4_[8,10] 2_[20,40] 0 1 0
1 Private Widowed Exec-managerial Not-in-family White Female United-States 6_[60,INF) 4_[8,10] 1_[0,20] 0 1 0
2 ? Widowed ? Unmarried Black Female United-States 6_[60,INF) 4_[8,10] 2_[20,40] 0 1 0
3 Private Divorced Machine-op-inspct Unmarried White Female United-States 5_[50,60] 1_[1,4] 2_[20,40] 0 1 0
4 Private Separated Prof-specialty Own-child White Female United-States 4_[40,50] 4_[8,10] 2_[20,40] 0 1 0

Create One Hot Encoded Variables

In [21]:
VariablesDummies = pd.get_dummies(Data[Variables]).astype('int8')

feature_variables = VariablesDummies.columns

Data[feature_variables] = VariablesDummies
Data.sample(5)
Out[21]:
ID age workclass fnlwgt education education-num marital-status occupation relationship race sex capital-gain capital-loss hours-per-week native-country income HighIncome CapitalGainPositive CapitalLossPositive ageGRP education-numGRP hours-per-weekGRP workclass_? workclass_Federal-gov workclass_Local-gov workclass_Never-worked workclass_Private workclass_Self-emp-inc workclass_Self-emp-not-inc workclass_State-gov workclass_Without-pay marital-status_Divorced marital-status_Married-AF-spouse marital-status_Married-civ-spouse marital-status_Married-spouse-absent marital-status_Never-married marital-status_Separated marital-status_Widowed occupation_? occupation_Adm-clerical occupation_Armed-Forces occupation_Craft-repair occupation_Exec-managerial occupation_Farming-fishing occupation_Handlers-cleaners occupation_Machine-op-inspct occupation_Other-service occupation_Priv-house-serv occupation_Prof-specialty occupation_Protective-serv occupation_Sales occupation_Tech-support occupation_Transport-moving relationship_Husband relationship_Not-in-family relationship_Other-relative relationship_Own-child relationship_Unmarried relationship_Wife race_Amer-Indian-Eskimo race_Asian-Pac-Islander race_Black race_Other race_White sex_Female sex_Male native-country_? native-country_Cambodia native-country_Canada native-country_China native-country_Columbia native-country_Cuba native-country_Dominican-Republic native-country_Ecuador native-country_El-Salvador native-country_England native-country_France native-country_Germany native-country_Greece native-country_Guatemala native-country_Haiti native-country_Holand-Netherlands native-country_Honduras native-country_Hong native-country_Hungary native-country_India native-country_Iran native-country_Ireland native-country_Italy native-country_Jamaica native-country_Japan native-country_Laos native-country_Mexico native-country_Nicaragua native-country_Outlying-US(Guam-USVI-etc) native-country_Peru native-country_Philippines native-country_Poland native-country_Portugal native-country_Puerto-Rico native-country_Scotland native-country_South native-country_Taiwan native-country_Thailand native-country_Trinadad&Tobago native-country_United-States native-country_Vietnam native-country_Yugoslavia ageGRP_1_[0,20] ageGRP_2_[20,30] ageGRP_3_[30,40] ageGRP_4_[40,50] ageGRP_5_[50,60] ageGRP_6_[60,INF) education-numGRP_1_[1,4] education-numGRP_2_[4,6] education-numGRP_3_[6,8] education-numGRP_4_[8,10] education-numGRP_5_[10,13] education-numGRP_6_[13,16) hours-per-weekGRP_1_[0,20] hours-per-weekGRP_2_[20,40] hours-per-weekGRP_3_[40,50] hours-per-weekGRP_4_[50,60] hours-per-weekGRP_5_[60,INF)
136 137 68 ? 257269 Bachelors 13 Married-civ-spouse ? Husband White Male 0 2377 35 United-States >50K 1 0 1 6_[60,INF) 5_[10,13] 2_[20,40] 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0
5438 5439 27 Private 29904 Bachelors 13 Never-married Tech-support Not-in-family White Female 0 0 40 United-States <=50K 0 0 0 2_[20,30] 5_[10,13] 2_[20,40] 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0
2894 2895 32 Private 195000 Bachelors 13 Married-civ-spouse Exec-managerial Husband White Male 7298 0 45 United-States >50K 1 1 0 3_[30,40] 5_[10,13] 3_[40,50] 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0
18761 18762 46 Private 235646 HS-grad 9 Married-civ-spouse Craft-repair Husband White Male 0 0 40 United-States >50K 1 0 0 4_[40,50] 4_[8,10] 2_[20,40] 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0
9317 9318 31 Private 420749 Assoc-acdm 12 Married-civ-spouse Craft-repair Husband White Male 0 0 40 United-States >50K 1 0 0 3_[30,40] 5_[10,13] 2_[20,40] 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0

Analyze Correlation

In [22]:
correlation=correlation_matrix(Data, feature_variables, method='pearson', return_type='list', show_plot=False)
correlation.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[22]:
Variable1 Variable2 Correlation |Correlation|
3630 sex_Female sex_Male -1 1
222 workclass_? occupation_? 0.998 0.998
1293 marital-status_Married-civ-spouse relationship_Husband 0.893 0.893
3445 race_Black race_White -0.789 0.789
1275 marital-status_Married-civ-spouse marital-status_Never-married -0.645 0.645
5432 education-numGRP_4_[8,10] education-numGRP_5_[10,13] -0.616 0.616
5454 hours-per-weekGRP_2_[20,40] hours-per-weekGRP_3_[40,50] -0.598 0.598
2915 relationship_Husband sex_Male 0.58 0.58
2914 relationship_Husband sex_Female -0.58 0.58
1472 marital-status_Never-married relationship_Husband -0.577 0.577
1294 marital-status_Married-civ-spouse relationship_Not-in-family -0.538 0.538
1475 marital-status_Never-married relationship_Own-child 0.509 0.509
2904 relationship_Husband relationship_Not-in-family -0.483 0.483
3165 relationship_Own-child ageGRP_1_[0,20] 0.465 0.465
610 workclass_Private workclass_Self-emp-not-inc -0.441 0.441
3382 race_Asian-Pac-Islander race_White -0.44 0.44
1304 marital-status_Married-civ-spouse sex_Female -0.432 0.432
1305 marital-status_Married-civ-spouse sex_Male 0.432 0.432
2604 occupation_Prof-specialty education-numGRP_6_[13,16) 0.424 0.424
4944 native-country_Mexico native-country_United-States -0.416 0.416
3415 race_Asian-Pac-Islander native-country_Philippines 0.408 0.408
5450 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_2_[20,40] -0.398 0.398
411 workclass_Local-gov workclass_Private -0.398 0.398
3787 native-country_? native-country_United-States -0.396 0.396
1296 marital-status_Married-civ-spouse relationship_Own-child -0.38 0.38
1527 marital-status_Never-married ageGRP_1_[0,20] 0.379 0.379
1528 marital-status_Never-married ageGRP_2_[20,30] 0.377 0.377
620 workclass_Private occupation_? -0.372 0.372
210 workclass_? workclass_Private -0.371 0.371
5455 hours-per-weekGRP_2_[20,40] hours-per-weekGRP_4_[50,60] -0.368 0.368
1090 marital-status_Divorced marital-status_Married-civ-spouse -0.367 0.367
3424 race_Asian-Pac-Islander native-country_United-States -0.365 0.365
2906 relationship_Husband relationship_Own-child -0.354 0.354
5340 ageGRP_2_[20,30] ageGRP_3_[30,40] -0.345 0.345
5433 education-numGRP_4_[8,10] education-numGRP_6_[13,16) -0.331 0.331
1114 marital-status_Divorced relationship_Unmarried 0.329 0.329
1110 marital-status_Divorced relationship_Husband -0.328 0.328
3189 relationship_Unmarried sex_Male -0.321 0.321
3188 relationship_Unmarried sex_Female 0.321 0.321
3255 relationship_Wife sex_Male -0.319 0.319
3254 relationship_Wife sex_Female 0.319 0.319
1297 marital-status_Married-civ-spouse relationship_Unmarried -0.317 0.317
5355 ageGRP_3_[30,40] ageGRP_4_[40,50] -0.312 0.312
611 workclass_Private workclass_State-gov -0.309 0.309
5341 ageGRP_2_[20,30] ageGRP_4_[40,50] -0.302 0.302
1473 marital-status_Never-married relationship_Not-in-family 0.297 0.297
2602 occupation_Prof-specialty education-numGRP_4_[8,10] -0.296 0.296
4953 native-country_Mexico education-numGRP_1_[1,4] 0.29 0.29
1707 marital-status_Widowed ageGRP_6_[60,INF) 0.287 0.287
609 workclass_Private workclass_Self-emp-inc -0.286 0.286
2907 relationship_Husband relationship_Unmarried -0.284 0.284
5335 ageGRP_1_[0,20] hours-per-weekGRP_1_[0,20] 0.278 0.278
1092 marital-status_Divorced marital-status_Never-married -0.278 0.278
311 workclass_Federal-gov workclass_Private -0.264 0.264
1829 occupation_Adm-clerical sex_Female 0.263 0.263
1830 occupation_Adm-clerical sex_Male -0.263 0.263
3420 race_Asian-Pac-Islander native-country_South 0.263 0.263
1111 marital-status_Divorced relationship_Not-in-family 0.261 0.261
3404 race_Asian-Pac-Islander native-country_India 0.258 0.258
3388 race_Asian-Pac-Islander native-country_China 0.257 0.257
2976 relationship_Not-in-family relationship_Own-child -0.251 0.251
5424 education-numGRP_3_[6,8] education-numGRP_4_[8,10] -0.25 0.25
1530 marital-status_Never-married ageGRP_4_[40,50] -0.248 0.248
1348 marital-status_Married-civ-spouse ageGRP_1_[0,20] -0.246 0.246
3425 race_Asian-Pac-Islander native-country_Vietnam 0.242 0.242
1298 marital-status_Married-civ-spouse relationship_Wife 0.24 0.24
5456 hours-per-weekGRP_2_[20,40] hours-per-weekGRP_5_[60,INF) -0.238 0.238
3318 race_Amer-Indian-Eskimo race_White -0.238 0.238
5331 ageGRP_1_[0,20] education-numGRP_3_[6,8] 0.238 0.238
5416 education-numGRP_2_[4,6] education-numGRP_4_[8,10] -0.237 0.237
434 workclass_Local-gov occupation_Protective-serv 0.235 0.235
818 workclass_Self-emp-not-inc occupation_Farming-fishing 0.235 0.235
3177 relationship_Own-child hours-per-weekGRP_1_[0,20] 0.232 0.232
5062 native-country_Philippines native-country_United-States -0.229 0.229
1122 marital-status_Divorced sex_Male -0.229 0.229
1121 marital-status_Divorced sex_Female 0.229 0.229
5356 ageGRP_3_[30,40] ageGRP_5_[50,60] -0.227 0.227
2959 relationship_Husband ageGRP_2_[20,30] -0.227 0.227
2958 relationship_Husband ageGRP_1_[0,20] -0.226 0.226
1349 marital-status_Married-civ-spouse ageGRP_2_[20,30] -0.223 0.223
1996 occupation_Craft-repair sex_Female -0.223 0.223
1997 occupation_Craft-repair sex_Male 0.223 0.223
3507 race_Other race_White -0.222 0.222
5342 ageGRP_2_[20,30] ageGRP_5_[50,60] -0.22 0.22
3166 relationship_Own-child ageGRP_2_[20,30] 0.213 0.213
1531 marital-status_Never-married ageGRP_5_[50,60] -0.211 0.211
5278 native-country_United-States education-numGRP_1_[1,4] -0.21 0.21
5407 education-numGRP_1_[1,4] education-numGRP_4_[8,10] -0.21 0.21
3421 race_Asian-Pac-Islander native-country_Taiwan 0.205 0.205
2977 relationship_Not-in-family relationship_Unmarried -0.201 0.201
3610 race_White native-country_United-States 0.2 0.2
5369 ageGRP_4_[40,50] ageGRP_5_[50,60] -0.199 0.199
1564 marital-status_Separated relationship_Unmarried 0.196 0.196
4359 native-country_Germany native-country_United-States -0.191 0.191
1658 marital-status_Widowed sex_Female 0.188 0.188
1659 marital-status_Widowed sex_Male -0.188 0.188
297 workclass_? ageGRP_6_[60,INF) 0.187 0.187
1793 occupation_? ageGRP_6_[60,INF) 0.186 0.186
2908 relationship_Husband relationship_Wife -0.186 0.186
5400 ageGRP_6_[60,INF) hours-per-weekGRP_1_[0,20] 0.184 0.184
3601 race_White native-country_Philippines -0.18 0.18
1818 occupation_Adm-clerical relationship_Husband -0.18 0.18
3168 relationship_Own-child ageGRP_4_[40,50] -0.179 0.179
3900 native-country_Canada native-country_United-States -0.179 0.179
2603 occupation_Prof-specialty education-numGRP_5_[10,13] 0.175 0.175
5140 native-country_Puerto-Rico native-country_United-States -0.174 0.174
1483 marital-status_Never-married sex_Female 0.171 0.171
1484 marital-status_Never-married sex_Male -0.171 0.171
2385 occupation_Other-service relationship_Husband -0.17 0.17
5439 education-numGRP_5_[10,13] education-numGRP_6_[13,16) -0.169 0.169
2985 relationship_Not-in-family sex_Male -0.169 0.169
2984 relationship_Not-in-family sex_Female 0.169 0.169
5325 ageGRP_1_[0,20] ageGRP_3_[30,40] -0.169 0.169
4215 native-country_El-Salvador native-country_United-States -0.168 0.168
1276 marital-status_Married-civ-spouse marital-status_Separated -0.166 0.166
5357 ageGRP_3_[30,40] ageGRP_6_[60,INF) -0.166 0.166
433 workclass_Local-gov occupation_Prof-specialty 0.165 0.165
1277 marital-status_Married-civ-spouse marital-status_Widowed -0.164 0.164
5324 ageGRP_1_[0,20] ageGRP_2_[20,30] -0.164 0.164
4699 native-country_India native-country_United-States -0.163 0.163
1286 marital-status_Married-civ-spouse occupation_Other-service -0.162 0.162
1651 marital-status_Widowed relationship_Unmarried 0.161 0.161
5343 ageGRP_2_[20,30] ageGRP_6_[60,INF) -0.161 0.161
1985 occupation_Craft-repair relationship_Husband 0.16 0.16
4062 native-country_Cuba native-country_United-States -0.159 0.159
1800 occupation_? hours-per-weekGRP_1_[0,20] 0.158 0.158
1532 marital-status_Never-married ageGRP_6_[60,INF) -0.158 0.158
304 workclass_? hours-per-weekGRP_1_[0,20] 0.157 0.157
1477 marital-status_Never-married relationship_Wife -0.157 0.157
4264 native-country_England native-country_United-States -0.154 0.154
2396 occupation_Other-service sex_Female 0.154 0.154
2397 occupation_Other-service sex_Male -0.154 0.154
1539 marital-status_Never-married hours-per-weekGRP_1_[0,20] 0.151 0.151
5333 ageGRP_1_[0,20] education-numGRP_5_[10,13] -0.15 0.15
2132 occupation_Exec-managerial education-numGRP_5_[10,13] 0.15 0.15
1560 marital-status_Separated relationship_Husband -0.149 0.149
3185 relationship_Unmarried race_Black 0.149 0.149
5451 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_3_[40,50] -0.148 0.148
3169 relationship_Own-child ageGRP_5_[50,60] -0.148 0.148
5326 ageGRP_1_[0,20] ageGRP_4_[40,50] -0.148 0.148
3114 relationship_Own-child relationship_Unmarried -0.148 0.148
4845 native-country_Jamaica native-country_United-States -0.146 0.146
1647 marital-status_Widowed relationship_Husband -0.146 0.146
2970 relationship_Husband hours-per-weekGRP_1_[0,20] -0.146 0.146
5187 native-country_South native-country_United-States -0.146 0.146
1351 marital-status_Married-civ-spouse ageGRP_4_[40,50] 0.146 0.146
2905 relationship_Husband relationship_Other-relative -0.145 0.145
5370 ageGRP_4_[40,50] ageGRP_6_[60,INF) -0.145 0.145
1980 occupation_Craft-repair occupation_Prof-specialty -0.145 0.145
3409 race_Asian-Pac-Islander native-country_Japan 0.144 0.144
2062 occupation_Exec-managerial occupation_Prof-specialty -0.144 0.144
1279 marital-status_Married-civ-spouse occupation_Adm-clerical -0.144 0.144
627 workclass_Private occupation_Machine-op-inspct 0.144 0.144
695 workclass_Private ageGRP_6_[60,INF) -0.144 0.144
1974 occupation_Craft-repair occupation_Exec-managerial -0.143 0.143
3955 native-country_China native-country_United-States -0.141 0.141
3471 race_Black native-country_Jamaica 0.141 0.141
2961 relationship_Husband ageGRP_4_[40,50] 0.14 0.14
3167 relationship_Own-child ageGRP_3_[30,40] -0.14 0.14
4810 native-country_Italy native-country_United-States -0.139 0.139
2962 relationship_Husband ageGRP_5_[50,60] 0.138 0.138
1813 occupation_Adm-clerical occupation_Prof-specialty -0.138 0.138
1806 occupation_Adm-clerical occupation_Craft-repair -0.137 0.137
5457 hours-per-weekGRP_3_[40,50] hours-per-weekGRP_4_[50,60] -0.137 0.137
1807 occupation_Adm-clerical occupation_Exec-managerial -0.137 0.137
4114 native-country_Dominican-Republic native-country_United-States -0.136 0.136
2535 occupation_Prof-specialty occupation_Sales -0.136 0.136
701 workclass_Private education-numGRP_6_[13,16) -0.135 0.135
1982 occupation_Craft-repair occupation_Sales -0.135 0.135
1352 marital-status_Married-civ-spouse ageGRP_5_[50,60] 0.135 0.135
2972 relationship_Husband hours-per-weekGRP_3_[40,50] 0.135 0.135
2064 occupation_Exec-managerial occupation_Sales -0.134 0.134
5270 native-country_United-States native-country_Vietnam -0.133 0.133
721 workclass_Self-emp-inc occupation_Exec-managerial 0.133 0.133
2440 occupation_Other-service ageGRP_1_[0,20] 0.133 0.133
1166 marital-status_Divorced ageGRP_2_[20,30] -0.133 0.133
3746 sex_Male hours-per-weekGRP_3_[40,50] 0.133 0.133
3687 sex_Female hours-per-weekGRP_3_[40,50] -0.133 0.133
3685 sex_Female hours-per-weekGRP_1_[0,20] 0.133 0.133
3744 sex_Male hours-per-weekGRP_1_[0,20] -0.133 0.133
2843 occupation_Transport-moving sex_Female -0.132 0.132
2844 occupation_Transport-moving sex_Male 0.132 0.132
2978 relationship_Not-in-family relationship_Wife -0.132 0.132
3179 relationship_Own-child hours-per-weekGRP_3_[40,50] -0.131 0.131
1360 marital-status_Married-civ-spouse hours-per-weekGRP_1_[0,20] -0.13 0.13
4450 native-country_Guatemala native-country_United-States -0.13 0.13
3410 race_Asian-Pac-Islander native-country_Laos 0.13 0.13
3173 relationship_Own-child education-numGRP_3_[6,8] 0.129 0.129
1815 occupation_Adm-clerical occupation_Sales -0.129 0.129
1788 occupation_? ageGRP_1_[0,20] 0.128 0.128
3187 relationship_Unmarried race_White -0.128 0.128
4879 native-country_Japan native-country_United-States -0.128 0.128
2380 occupation_Other-service occupation_Prof-specialty -0.128 0.128
5425 education-numGRP_3_[6,8] education-numGRP_5_[10,13] -0.128 0.128
12 CapitalGainPositive marital-status_Married-civ-spouse 0.127 0.127
1978 occupation_Craft-repair occupation_Other-service -0.127 0.127
3516 race_Other native-country_Dominican-Republic 0.127 0.127
2060 occupation_Exec-managerial occupation_Other-service -0.127 0.127
2911 relationship_Husband race_Black -0.126 0.126
292 workclass_? ageGRP_1_[0,20] 0.126 0.126
1281 marital-status_Married-civ-spouse occupation_Craft-repair 0.126 0.126
5089 native-country_Poland native-country_United-States -0.126 0.126
1455 marital-status_Never-married marital-status_Separated -0.126 0.126
3549 race_Other native-country_United-States -0.126 0.126
3386 race_Asian-Pac-Islander native-country_Cambodia 0.126 0.126
1301 marital-status_Married-civ-spouse race_Black -0.126 0.126
691 workclass_Private ageGRP_2_[20,30] 0.126 0.126
631 workclass_Private occupation_Protective-serv -0.125 0.125
4009 native-country_Columbia native-country_United-States -0.125 0.125
2973 relationship_Husband hours-per-weekGRP_4_[50,60] 0.125 0.125
1168 marital-status_Divorced ageGRP_4_[40,50] 0.124 0.124
1456 marital-status_Never-married marital-status_Widowed -0.124 0.124
3590 race_White native-country_India -0.122 0.122
5427 education-numGRP_3_[6,8] hours-per-weekGRP_1_[0,20] 0.122 0.122
1465 marital-status_Never-married occupation_Other-service 0.121 0.121
1811 occupation_Adm-clerical occupation_Other-service -0.121 0.121
5417 education-numGRP_2_[4,6] education-numGRP_5_[10,13] -0.121 0.121
1648 marital-status_Widowed relationship_Not-in-family 0.12 0.12
828 workclass_Self-emp-not-inc relationship_Husband 0.12 0.12
2382 occupation_Other-service occupation_Sales -0.119 0.119
896 workclass_Self-emp-not-inc hours-per-weekGRP_2_[20,40] -0.119 0.119
2913 relationship_Husband race_White 0.119 0.119
3606 race_White native-country_South -0.118 0.118
1295 marital-status_Married-civ-spouse relationship_Other-relative -0.118 0.118
808 workclass_Self-emp-not-inc marital-status_Married-civ-spouse 0.117 0.117
1362 marital-status_Married-civ-spouse hours-per-weekGRP_3_[40,50] 0.117 0.117
918 workclass_State-gov occupation_Prof-specialty 0.117 0.117
324 workclass_Federal-gov occupation_Adm-clerical 0.117 0.117
5364 ageGRP_3_[30,40] hours-per-weekGRP_1_[0,20] -0.117 0.117
2219 occupation_Farming-fishing hours-per-weekGRP_5_[60,INF) 0.116 0.116
5209 native-country_Taiwan native-country_United-States -0.116 0.116
2136 occupation_Exec-managerial hours-per-weekGRP_3_[40,50] 0.116 0.116
2971 relationship_Husband hours-per-weekGRP_2_[20,40] -0.116 0.116
3447 race_Black sex_Male -0.116 0.116
3446 race_Black sex_Female 0.116 0.116
3402 race_Asian-Pac-Islander native-country_Hong 0.115 0.115
3170 relationship_Own-child ageGRP_6_[60,INF) -0.115 0.115
630 workclass_Private occupation_Prof-specialty -0.115 0.115
732 workclass_Self-emp-inc relationship_Husband 0.115 0.115
3543 race_Other native-country_Puerto-Rico 0.115 0.115
3422 race_Asian-Pac-Islander native-country_Thailand 0.115 0.115
1529 marital-status_Never-married ageGRP_3_[30,40] -0.114 0.114
3686 sex_Female hours-per-weekGRP_2_[20,40] 0.114 0.114
3745 sex_Male hours-per-weekGRP_2_[20,40] -0.114 0.114
32 CapitalGainPositive relationship_Husband 0.113 0.113
1882 occupation_Adm-clerical education-numGRP_4_[8,10] 0.113 0.113
3574 race_White native-country_China -0.113 0.113
3594 race_White native-country_Jamaica -0.112 0.112
1474 marital-status_Never-married relationship_Other-relative 0.111 0.111
5377 ageGRP_4_[40,50] hours-per-weekGRP_1_[0,20] -0.11 0.11
3462 race_Black native-country_Haiti 0.11 0.11
2488 occupation_Priv-house-serv native-country_Guatemala 0.11 0.11
98 CapitalGainPositive education-numGRP_6_[13,16) 0.11 0.11
712 workclass_Self-emp-inc marital-status_Married-civ-spouse 0.11 0.11
1571 marital-status_Separated sex_Female 0.109 0.109
1572 marital-status_Separated sex_Male -0.109 0.109
3747 sex_Male hours-per-weekGRP_4_[50,60] 0.109 0.109
3688 sex_Female hours-per-weekGRP_4_[50,60] -0.109 0.109
1435 marital-status_Married-spouse-absent native-country_United-States -0.108 0.108
899 workclass_Self-emp-not-inc hours-per-weekGRP_5_[60,INF) 0.108 0.108
2452 occupation_Other-service hours-per-weekGRP_1_[0,20] 0.108 0.108
4494 native-country_Haiti native-country_United-States -0.108 0.108
5394 ageGRP_6_[60,INF) education-numGRP_1_[1,4] 0.108 0.108
5327 ageGRP_1_[0,20] ageGRP_5_[50,60] -0.108 0.108
1303 marital-status_Married-civ-spouse race_White 0.108 0.108
1165 marital-status_Divorced ageGRP_1_[0,20] -0.108 0.108
3094 relationship_Other-relative native-country_United-States -0.108 0.108
840 workclass_Self-emp-not-inc sex_Male 0.107 0.107
839 workclass_Self-emp-not-inc sex_Female -0.107 0.107
5408 education-numGRP_1_[1,4] education-numGRP_5_[10,13] -0.107 0.107
1282 marital-status_Married-civ-spouse occupation_Exec-managerial 0.107 0.107
1363 marital-status_Married-civ-spouse hours-per-weekGRP_4_[50,60] 0.107 0.107
1822 occupation_Adm-clerical relationship_Unmarried 0.107 0.107
4737 native-country_Iran native-country_United-States -0.107 0.107
3626 race_White hours-per-weekGRP_2_[20,40] -0.106 0.106
2388 occupation_Other-service relationship_Own-child 0.106 0.106
3611 race_White native-country_Vietnam -0.106 0.106
800 workclass_Self-emp-inc hours-per-weekGRP_2_[20,40] -0.106 0.106
626 workclass_Private occupation_Handlers-cleaners 0.106 0.106
5337 ageGRP_1_[0,20] hours-per-weekGRP_3_[40,50] -0.106 0.106
1461 marital-status_Never-married occupation_Exec-managerial -0.106 0.106
5382 ageGRP_5_[50,60] ageGRP_6_[60,INF) -0.106 0.106
3176 relationship_Own-child education-numGRP_6_[13,16) -0.106 0.106
617 workclass_Private marital-status_Never-married 0.105 0.105
1274 marital-status_Married-civ-spouse marital-status_Married-spouse-absent -0.105 0.105
2135 occupation_Exec-managerial hours-per-weekGRP_2_[20,40] -0.104 0.104
1886 occupation_Adm-clerical hours-per-weekGRP_2_[20,40] 0.104 0.104
2051 occupation_Craft-repair education-numGRP_6_[13,16) -0.104 0.104
810 workclass_Self-emp-not-inc marital-status_Never-married -0.104 0.104
3570 race_White sex_Male 0.103 0.103
3569 race_White sex_Female -0.103 0.103
2975 relationship_Not-in-family relationship_Other-relative -0.103 0.103
14 CapitalGainPositive marital-status_Never-married -0.103 0.103
989 workclass_State-gov education-numGRP_6_[13,16) 0.103 0.103
5349 ageGRP_2_[20,30] education-numGRP_6_[13,16) -0.103 0.103
3503 race_Black hours-per-weekGRP_2_[20,40] 0.103 0.103
3122 relationship_Own-child sex_Male -0.102 0.102
3121 relationship_Own-child sex_Female 0.102 0.102
2049 occupation_Craft-repair education-numGRP_4_[8,10] 0.102 0.102
2067 occupation_Exec-managerial relationship_Husband 0.102 0.102
5446 education-numGRP_6_[13,16) hours-per-weekGRP_2_[20,40] -0.102 0.102
5281 native-country_United-States education-numGRP_4_[8,10] 0.102 0.102
2070 occupation_Exec-managerial relationship_Own-child -0.101 0.101
504 workclass_Local-gov education-numGRP_6_[13,16) 0.101 0.101
919 workclass_State-gov occupation_Protective-serv 0.101 0.101
1359 marital-status_Married-civ-spouse education-numGRP_6_[13,16) 0.101 0.101
3517 race_Other native-country_Ecuador 0.101 0.101
2159 occupation_Farming-fishing sex_Female -0.1 0.1
2160 occupation_Farming-fishing sex_Male 0.1 0.1
2131 occupation_Exec-managerial education-numGRP_4_[8,10] -0.1 0.1
1568 marital-status_Separated race_Black 0.0995 0.0995
2450 occupation_Other-service education-numGRP_5_[10,13] -0.0992 0.0992
2969 relationship_Husband education-numGRP_6_[13,16) 0.099 0.099
5115 native-country_Portugal native-country_United-States -0.0989 0.0989
1714 marital-status_Widowed hours-per-weekGRP_1_[0,20] 0.0985 0.0985
628 workclass_Private occupation_Other-service 0.0982 0.0982
802 workclass_Self-emp-inc hours-per-weekGRP_4_[50,60] 0.0978 0.0978
2302 occupation_Machine-op-inspct occupation_Prof-specialty -0.0977 0.0977
1977 occupation_Craft-repair occupation_Machine-op-inspct -0.0971 0.0971
5376 ageGRP_4_[40,50] education-numGRP_6_[13,16) 0.097 0.097
1361 marital-status_Married-civ-spouse hours-per-weekGRP_2_[20,40] -0.097 0.097
1703 marital-status_Widowed ageGRP_2_[20,30] -0.0968 0.0968
2454 occupation_Other-service hours-per-weekGRP_3_[40,50] -0.0968 0.0968
2059 occupation_Exec-managerial occupation_Machine-op-inspct -0.0967 0.0967
3115 relationship_Own-child relationship_Wife -0.0966 0.0966
325 workclass_Federal-gov occupation_Armed-Forces 0.0954 0.0954
4975 native-country_Nicaragua native-country_United-States -0.0948 0.0948
615 workclass_Private marital-status_Married-civ-spouse -0.0948 0.0948
2122 occupation_Exec-managerial ageGRP_1_[0,20] -0.0947 0.0947
1541 marital-status_Never-married hours-per-weekGRP_3_[40,50] -0.0944 0.0944
2372 occupation_Machine-op-inspct education-numGRP_5_[10,13] -0.0943 0.0943
1383 marital-status_Married-spouse-absent relationship_Husband -0.0941 0.0941
2240 occupation_Handlers-cleaners sex_Male 0.094 0.094
2239 occupation_Handlers-cleaners sex_Female -0.094 0.094
1736 occupation_? relationship_Own-child 0.0939 0.0939
3673 sex_Female ageGRP_1_[0,20] 0.0937 0.0937
3732 sex_Male ageGRP_1_[0,20] -0.0937 0.0937
1728 occupation_? occupation_Prof-specialty -0.0935 0.0935
232 workclass_? occupation_Prof-specialty -0.0933 0.0933
1460 marital-status_Never-married occupation_Craft-repair -0.0932 0.0932
2832 occupation_Transport-moving relationship_Husband 0.093 0.093
1721 occupation_? occupation_Craft-repair -0.093 0.093
225 workclass_? occupation_Craft-repair -0.0928 0.0928
240 workclass_? relationship_Own-child 0.0926 0.0926
1810 occupation_Adm-clerical occupation_Machine-op-inspct -0.0926 0.0926
1722 occupation_? occupation_Exec-managerial -0.0925 0.0925
3081 relationship_Other-relative native-country_Mexico 0.0925 0.0925
625 workclass_Private occupation_Farming-fishing -0.0924 0.0924
226 workclass_? occupation_Exec-managerial -0.0923 0.0923
2451 occupation_Other-service education-numGRP_6_[13,16) -0.0923 0.0923
3029 relationship_Not-in-family ageGRP_2_[20,30] 0.0917 0.0917
3607 race_White native-country_Taiwan -0.0915 0.0915
5452 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_4_[50,60] -0.0913 0.0913
2304 occupation_Machine-op-inspct occupation_Sales -0.0909 0.0909
2133 occupation_Exec-managerial education-numGRP_6_[13,16) 0.0906 0.0906
5034 native-country_Peru native-country_United-States -0.0905 0.0905
435 workclass_Local-gov occupation_Sales -0.0903 0.0903
1113 marital-status_Divorced relationship_Own-child -0.0897 0.0897
1115 marital-status_Divorced relationship_Wife -0.0894 0.0894
4459 native-country_Guatemala education-numGRP_1_[1,4] 0.0893 0.0893
2825 occupation_Tech-support education-numGRP_5_[10,13] 0.0893 0.0893
3585 race_White native-country_Haiti -0.0891 0.0891
729 workclass_Self-emp-inc occupation_Sales 0.0888 0.0888
5458 hours-per-weekGRP_3_[40,50] hours-per-weekGRP_5_[60,INF) -0.0887 0.0887
2474 occupation_Priv-house-serv sex_Male -0.0887 0.0887
2473 occupation_Priv-house-serv sex_Female 0.0887 0.0887
1719 occupation_? occupation_Adm-clerical -0.0886 0.0886
223 workclass_? occupation_Adm-clerical -0.0885 0.0885
2393 occupation_Other-service race_Black 0.0881 0.0881
884 workclass_Self-emp-not-inc ageGRP_2_[20,30] -0.088 0.088
1535 marital-status_Never-married education-numGRP_3_[6,8] 0.0877 0.0877
4405 native-country_Greece native-country_United-States -0.0876 0.0876
4312 native-country_France native-country_United-States -0.0876 0.0876
814 workclass_Self-emp-not-inc occupation_Adm-clerical -0.0874 0.0874
2963 relationship_Husband ageGRP_6_[60,INF) 0.0871 0.0871
1730 occupation_? occupation_Sales -0.087 0.087
2137 occupation_Exec-managerial hours-per-weekGRP_4_[50,60] 0.087 0.087
3627 race_White hours-per-weekGRP_3_[40,50] 0.0869 0.0869
234 workclass_? occupation_Sales -0.0869 0.0869
714 workclass_Self-emp-inc marital-status_Never-married -0.0867 0.0867
2537 occupation_Prof-specialty occupation_Transport-moving -0.0867 0.0867
2231 occupation_Handlers-cleaners relationship_Own-child 0.0864 0.0864
1984 occupation_Craft-repair occupation_Transport-moving -0.0862 0.0862
2209 occupation_Farming-fishing education-numGRP_1_[1,4] 0.0862 0.0862
4165 native-country_Ecuador native-country_United-States -0.086 0.086
5330 ageGRP_1_[0,20] education-numGRP_2_[4,6] 0.0859 0.0859
35 CapitalGainPositive relationship_Own-child -0.0859 0.0859
2300 occupation_Machine-op-inspct occupation_Other-service -0.0859 0.0859
2066 occupation_Exec-managerial occupation_Transport-moving -0.0858 0.0858
4224 native-country_El-Salvador education-numGRP_1_[1,4] 0.0856 0.0856
2755 occupation_Sales hours-per-weekGRP_2_[20,40] -0.0854 0.0854
1350 marital-status_Married-civ-spouse ageGRP_3_[30,40] 0.0853 0.0853
1096 marital-status_Divorced occupation_Adm-clerical 0.0852 0.0852
635 workclass_Private relationship_Husband -0.0849 0.0849
3385 race_Asian-Pac-Islander native-country_? 0.0849 0.0849
5442 education-numGRP_5_[10,13] hours-per-weekGRP_3_[40,50] 0.0847 0.0847
2593 occupation_Prof-specialty ageGRP_1_[0,20] -0.0847 0.0847
2897 occupation_Transport-moving education-numGRP_5_[10,13] -0.0845 0.0845
2050 occupation_Craft-repair education-numGRP_5_[10,13] -0.0845 0.0845
5334 ageGRP_1_[0,20] education-numGRP_6_[13,16) -0.0844 0.0844
632 workclass_Private occupation_Sales 0.0843 0.0843
2395 occupation_Other-service race_White -0.0842 0.0842
3536 race_Other native-country_Mexico 0.0842 0.0842
743 workclass_Self-emp-inc sex_Female -0.084 0.084
744 workclass_Self-emp-inc sex_Male 0.084 0.084
1790 occupation_? ageGRP_3_[30,40] -0.0839 0.0839
1542 marital-status_Never-married hours-per-weekGRP_4_[50,60] -0.0838 0.0838
2052 occupation_Craft-repair hours-per-weekGRP_1_[0,20] -0.0837 0.0837
2541 occupation_Prof-specialty relationship_Own-child -0.0835 0.0835
294 workclass_? ageGRP_3_[30,40] -0.0835 0.0835
3175 relationship_Own-child education-numGRP_5_[10,13] -0.0827 0.0827
1791 occupation_? ageGRP_4_[40,50] -0.0827 0.0827
3180 relationship_Own-child hours-per-weekGRP_4_[50,60] -0.0823 0.0823
295 workclass_? ageGRP_4_[40,50] -0.0823 0.0823
1726 occupation_? occupation_Other-service -0.0822 0.0822
1817 occupation_Adm-clerical occupation_Transport-moving -0.0822 0.0822
230 workclass_? occupation_Other-service -0.082 0.082
88 CapitalGainPositive ageGRP_2_[20,30] -0.0818 0.0818
1706 marital-status_Widowed ageGRP_5_[50,60] 0.0811 0.0811
2293 occupation_Handlers-cleaners education-numGRP_5_[10,13] -0.0811 0.0811
5435 education-numGRP_4_[8,10] hours-per-weekGRP_2_[20,40] 0.0811 0.0811
803 workclass_Self-emp-inc hours-per-weekGRP_5_[60,INF) 0.0809 0.0809
2375 occupation_Machine-op-inspct hours-per-weekGRP_2_[20,40] 0.0807 0.0807
2686 occupation_Sales occupation_Transport-moving -0.0807 0.0807
1884 occupation_Adm-clerical education-numGRP_6_[13,16) -0.0806 0.0806
1463 marital-status_Never-married occupation_Handlers-cleaners 0.0803 0.0803
3245 relationship_Unmarried hours-per-weekGRP_2_[20,40] 0.0802 0.0802
2223 occupation_Handlers-cleaners occupation_Prof-specialty -0.08 0.08
1365 marital-status_Married-spouse-absent marital-status_Never-married -0.0797 0.0797
4713 native-country_India education-numGRP_6_[13,16) 0.0797 0.0797
4774 native-country_Ireland native-country_United-States -0.0797 0.0797
1976 occupation_Craft-repair occupation_Handlers-cleaners -0.0795 0.0795
5448 education-numGRP_6_[13,16) hours-per-weekGRP_4_[50,60] 0.0793 0.0793
2058 occupation_Exec-managerial occupation_Handlers-cleaners -0.0792 0.0792
1570 marital-status_Separated race_White -0.0791 0.0791
2283 occupation_Handlers-cleaners ageGRP_1_[0,20] 0.0786 0.0786
1704 marital-status_Widowed ageGRP_3_[30,40] -0.0786 0.0786
5328 ageGRP_1_[0,20] ageGRP_6_[60,INF) -0.0785 0.0785
3174 relationship_Own-child education-numGRP_4_[8,10] 0.0782 0.0782
3232 relationship_Unmarried ageGRP_1_[0,20] -0.0774 0.0774
3182 relationship_Unmarried relationship_Wife -0.0774 0.0774
2134 occupation_Exec-managerial hours-per-weekGRP_1_[0,20] -0.0772 0.0772
3504 race_Black hours-per-weekGRP_3_[40,50] -0.0772 0.0772
2600 occupation_Prof-specialty education-numGRP_2_[4,6] -0.0769 0.0769
1823 occupation_Adm-clerical relationship_Wife 0.0769 0.0769
898 workclass_Self-emp-not-inc hours-per-weekGRP_4_[50,60] 0.0767 0.0767
413 workclass_Local-gov workclass_Self-emp-not-inc -0.0762 0.0762
2384 occupation_Other-service occupation_Transport-moving -0.0762 0.0762
5447 education-numGRP_6_[13,16) hours-per-weekGRP_3_[40,50] 0.0761 0.0761
1387 marital-status_Married-spouse-absent relationship_Unmarried 0.0761 0.0761
831 workclass_Self-emp-not-inc relationship_Own-child -0.076 0.076
1809 occupation_Adm-clerical occupation_Handlers-cleaners -0.0758 0.0758
115 CapitalLossPositive marital-status_Married-civ-spouse 0.0758 0.0758
1538 marital-status_Never-married education-numGRP_6_[13,16) -0.0757 0.0757
3045 relationship_Other-relative relationship_Own-child -0.0757 0.0757
1802 occupation_? hours-per-weekGRP_3_[40,50] -0.0754 0.0754
2448 occupation_Other-service education-numGRP_3_[6,8] 0.0753 0.0753
306 workclass_? hours-per-weekGRP_3_[40,50] -0.0751 0.0751
221 workclass_? marital-status_Widowed 0.0751 0.0751
3028 relationship_Not-in-family ageGRP_1_[0,20] -0.075 0.075
1632 marital-status_Widowed occupation_? 0.0748 0.0748
1990 occupation_Craft-repair relationship_Wife -0.0746 0.0746
2225 occupation_Handlers-cleaners occupation_Sales -0.0745 0.0745
2601 occupation_Prof-specialty education-numGRP_3_[6,8] -0.0742 0.0742
1353 marital-status_Married-civ-spouse ageGRP_6_[60,INF) 0.0742 0.0742
1292 marital-status_Married-civ-spouse occupation_Transport-moving 0.074 0.074
2187 occupation_Farming-fishing native-country_Mexico 0.0736 0.0736
3571 race_White native-country_? -0.0735 0.0735
201 CapitalLossPositive education-numGRP_6_[13,16) 0.0735 0.0735
1887 occupation_Adm-clerical hours-per-weekGRP_3_[40,50] -0.0735 0.0735
2447 occupation_Other-service education-numGRP_2_[4,6] 0.0734 0.0734
3052 relationship_Other-relative race_White -0.0733 0.0733
706 workclass_Private hours-per-weekGRP_5_[60,INF) -0.0732 0.0732
2123 occupation_Exec-managerial ageGRP_2_[20,30] -0.0729 0.0729
816 workclass_Self-emp-not-inc occupation_Craft-repair 0.0729 0.0729
96 CapitalGainPositive education-numGRP_4_[8,10] -0.0728 0.0728
4620 native-country_Hong native-country_United-States -0.0727 0.0727
1356 marital-status_Married-civ-spouse education-numGRP_3_[6,8] -0.0727 0.0727
694 workclass_Private ageGRP_5_[50,60] -0.0726 0.0726
2373 occupation_Machine-op-inspct education-numGRP_6_[13,16) -0.0725 0.0725
1458 marital-status_Never-married occupation_Adm-clerical 0.0724 0.0724
21 CapitalGainPositive occupation_Exec-managerial 0.0721 0.0721
2125 occupation_Exec-managerial ageGRP_4_[40,50] 0.0717 0.0717
1093 marital-status_Divorced marital-status_Separated -0.0717 0.0717
135 CapitalLossPositive relationship_Husband 0.0713 0.0713
1480 marital-status_Never-married race_Black 0.0713 0.0713
813 workclass_Self-emp-not-inc occupation_? -0.0713 0.0713
212 workclass_? workclass_Self-emp-not-inc -0.0711 0.0711
2960 relationship_Husband ageGRP_3_[30,40] 0.071 0.071
3844 native-country_Cambodia native-country_United-States -0.0709 0.0709
5250 native-country_Trinadad&Tobago native-country_United-States -0.0709 0.0709
4956 native-country_Mexico education-numGRP_4_[8,10] -0.0707 0.0707
3748 sex_Male hours-per-weekGRP_5_[60,INF) 0.0706 0.0706
3689 sex_Female hours-per-weekGRP_5_[60,INF) -0.0706 0.0706
1094 marital-status_Divorced marital-status_Widowed -0.0705 0.0705
27 CapitalGainPositive occupation_Prof-specialty 0.0705 0.0705
2368 occupation_Machine-op-inspct education-numGRP_1_[1,4] 0.0704 0.0704
2221 occupation_Handlers-cleaners occupation_Other-service -0.0703 0.0703
2040 occupation_Craft-repair ageGRP_1_[0,20] -0.0698 0.0698
1733 occupation_? relationship_Husband -0.0698 0.0698
2974 relationship_Husband hours-per-weekGRP_5_[60,INF) 0.0697 0.0697
888 workclass_Self-emp-not-inc ageGRP_6_[60,INF) 0.0693 0.0693
788 workclass_Self-emp-inc ageGRP_2_[20,30] -0.0692 0.0692
5351 ageGRP_2_[20,30] hours-per-weekGRP_2_[20,40] 0.0691 0.0691
237 workclass_? relationship_Husband -0.0691 0.0691
5230 native-country_Thailand native-country_United-States -0.069 0.069
4912 native-country_Laos native-country_United-States -0.069 0.069
5366 ageGRP_3_[30,40] hours-per-weekGRP_3_[40,50] 0.0688 0.0688
1650 marital-status_Widowed relationship_Own-child -0.0688 0.0688
5426 education-numGRP_3_[6,8] education-numGRP_6_[13,16) -0.0687 0.0687
2966 relationship_Husband education-numGRP_3_[6,8] -0.0686 0.0686
2523 occupation_Priv-house-serv education-numGRP_1_[1,4] 0.0685 0.0685
1482 marital-status_Never-married race_White -0.0684 0.0684
623 workclass_Private occupation_Craft-repair 0.0681 0.0681
3595 race_White native-country_Japan -0.0678 0.0678
2143 occupation_Farming-fishing occupation_Prof-specialty -0.0677 0.0677
1975 occupation_Craft-repair occupation_Farming-fishing -0.0673 0.0673
2389 occupation_Other-service relationship_Unmarried 0.0673 0.0673
2896 occupation_Transport-moving education-numGRP_4_[8,10] 0.0672 0.0672
1888 occupation_Adm-clerical hours-per-weekGRP_4_[50,60] -0.0671 0.0671
703 workclass_Private hours-per-weekGRP_2_[20,40] 0.0671 0.0671
2057 occupation_Exec-managerial occupation_Farming-fishing -0.067 0.067
920 workclass_State-gov occupation_Sales -0.0669 0.0669
0 CapitalGainPositive CapitalLossPositive -0.0667 0.0667
2130 occupation_Exec-managerial education-numGRP_3_[6,8] -0.0659 0.0659
2599 occupation_Prof-specialty education-numGRP_1_[1,4] -0.0659 0.0659
2291 occupation_Handlers-cleaners education-numGRP_3_[6,8] 0.0659 0.0659
1988 occupation_Craft-repair relationship_Own-child -0.0659 0.0659
249 workclass_? sex_Male -0.0656 0.0656
248 workclass_? sex_Female 0.0656 0.0656
6 CapitalGainPositive workclass_Self-emp-inc 0.0654 0.0654
2536 occupation_Prof-specialty occupation_Tech-support -0.0654 0.0654
1744 occupation_? sex_Female 0.0654 0.0654
1745 occupation_? sex_Male -0.0654 0.0654
1384 marital-status_Married-spouse-absent relationship_Not-in-family 0.0653 0.0653
5271 native-country_United-States native-country_Yugoslavia -0.065 0.065
1983 occupation_Craft-repair occupation_Tech-support -0.065 0.065
5418 education-numGRP_2_[4,6] education-numGRP_6_[13,16) -0.065 0.065
5362 ageGRP_3_[30,40] education-numGRP_5_[10,13] 0.0649 0.0649
2129 occupation_Exec-managerial education-numGRP_2_[4,6] -0.0648 0.0648
2514 occupation_Priv-house-serv native-country_United-States -0.0648 0.0648
2624 occupation_Protective-serv sex_Female -0.0648 0.0648
2625 occupation_Protective-serv sex_Male 0.0648 0.0648
44 CapitalGainPositive sex_Male 0.0648 0.0648
43 CapitalGainPositive sex_Female -0.0648 0.0648
2065 occupation_Exec-managerial occupation_Tech-support -0.0647 0.0647
1357 marital-status_Married-civ-spouse education-numGRP_4_[8,10] -0.0644 0.0644
1808 occupation_Adm-clerical occupation_Farming-fishing -0.0642 0.0642
423 workclass_Local-gov occupation_? -0.0642 0.0642
208 workclass_? workclass_Local-gov -0.0641 0.0641
1561 marital-status_Separated relationship_Not-in-family 0.064 0.064
2216 occupation_Farming-fishing hours-per-weekGRP_2_[20,40] -0.0639 0.0639
502 workclass_Local-gov education-numGRP_4_[8,10] -0.0638 0.0638
699 workclass_Private education-numGRP_4_[8,10] 0.0634 0.0634
3097 relationship_Other-relative ageGRP_1_[0,20] 0.0634 0.0634
2145 occupation_Farming-fishing occupation_Sales -0.063 0.063
92 CapitalGainPositive ageGRP_6_[60,INF) 0.0628 0.0628
25 CapitalGainPositive occupation_Other-service -0.0628 0.0628
1725 occupation_? occupation_Machine-op-inspct -0.0627 0.0627
229 workclass_? occupation_Machine-op-inspct -0.0626 0.0626
5436 education-numGRP_4_[8,10] hours-per-weekGRP_3_[40,50] -0.0624 0.0624
798 workclass_Self-emp-inc education-numGRP_6_[13,16) 0.0623 0.0623
3098 relationship_Other-relative ageGRP_2_[20,30] 0.0622 0.0622
1816 occupation_Adm-clerical occupation_Tech-support -0.062 0.062
100 CapitalGainPositive hours-per-weekGRP_2_[20,40] -0.0617 0.0617
638 workclass_Private relationship_Own-child 0.0617 0.0617
2284 occupation_Handlers-cleaners ageGRP_2_[20,30] 0.0616 0.0616
5338 ageGRP_1_[0,20] hours-per-weekGRP_4_[50,60] -0.0615 0.0615
87 CapitalGainPositive ageGRP_1_[0,20] -0.0614 0.0614
2371 occupation_Machine-op-inspct education-numGRP_4_[8,10] 0.0614 0.0614
883 workclass_Self-emp-not-inc ageGRP_1_[0,20] -0.0613 0.0613
2898 occupation_Transport-moving education-numGRP_6_[13,16) -0.0612 0.0612
3486 race_Black native-country_Trinadad&Tobago 0.0612 0.0612
101 CapitalGainPositive hours-per-weekGRP_3_[40,50] 0.0611 0.0611
2685 occupation_Sales occupation_Tech-support -0.0609 0.0609
430 workclass_Local-gov occupation_Machine-op-inspct -0.0608 0.0608
5005 native-country_Outlying-US(Guam-USVI-etc) native-country_United-States -0.0608 0.0608
3046 relationship_Other-relative relationship_Unmarried -0.0606 0.0606
2607 occupation_Prof-specialty hours-per-weekGRP_3_[40,50] 0.0606 0.0606
2596 occupation_Prof-specialty ageGRP_4_[40,50] 0.0604 0.0604
2294 occupation_Handlers-cleaners education-numGRP_6_[13,16) -0.0604 0.0604
1879 occupation_Adm-clerical education-numGRP_1_[1,4] -0.0603 0.0603
2128 occupation_Exec-managerial education-numGRP_1_[1,4] -0.0601 0.0601
522 workclass_Never-worked occupation_? 0.0599 0.0599
2141 occupation_Farming-fishing occupation_Other-service -0.0595 0.0595
804 workclass_Self-emp-not-inc workclass_State-gov -0.0593 0.0593
887 workclass_Self-emp-not-inc ageGRP_5_[50,60] 0.0591 0.0591
3380 race_Asian-Pac-Islander race_Black -0.0591 0.0591
5453 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_5_[60,INF) -0.059 0.059
3038 relationship_Not-in-family education-numGRP_5_[10,13] 0.0588 0.0588
1207 marital-status_Married-AF-spouse relationship_Wife 0.0588 0.0588
4579 native-country_Honduras native-country_United-States -0.0586 0.0586
4660 native-country_Hungary native-country_United-States -0.0586 0.0586
836 workclass_Self-emp-not-inc race_Black -0.0586 0.0586
3235 relationship_Unmarried ageGRP_4_[40,50] 0.0586 0.0586
3609 race_White native-country_Trinadad&Tobago -0.0585 0.0585
3572 race_White native-country_Cambodia -0.0585 0.0585
4957 native-country_Mexico education-numGRP_5_[10,13] -0.0585 0.0585
1422 marital-status_Married-spouse-absent native-country_Mexico 0.0583 0.0583
2437 occupation_Other-service native-country_United-States -0.0583 0.0583
2606 occupation_Prof-specialty hours-per-weekGRP_2_[20,40] -0.0583 0.0583
5379 ageGRP_4_[40,50] hours-per-weekGRP_3_[40,50] 0.0582 0.0582
1708 marital-status_Widowed education-numGRP_1_[1,4] 0.0582 0.0582
3674 sex_Female ageGRP_2_[20,30] 0.0581 0.0581
3733 sex_Male ageGRP_2_[20,30] -0.0581 0.0581
5389 ageGRP_5_[50,60] hours-per-weekGRP_1_[0,20] -0.0581 0.0581
2306 occupation_Machine-op-inspct occupation_Transport-moving -0.0581 0.0581
5124 native-country_Portugal education-numGRP_1_[1,4] 0.0578 0.0578
5409 education-numGRP_1_[1,4] education-numGRP_6_[13,16) -0.0576 0.0576
1364 marital-status_Married-civ-spouse hours-per-weekGRP_5_[60,INF) 0.0575 0.0575
2455 occupation_Other-service hours-per-weekGRP_4_[50,60] -0.0575 0.0575
2443 occupation_Other-service ageGRP_4_[40,50] -0.0575 0.0575
2383 occupation_Other-service occupation_Tech-support -0.0575 0.0575
1177 marital-status_Divorced hours-per-weekGRP_1_[0,20] -0.0574 0.0574
820 workclass_Self-emp-not-inc occupation_Machine-op-inspct -0.0573 0.0573
2967 relationship_Husband education-numGRP_4_[8,10] -0.0573 0.0573
117 CapitalLossPositive marital-status_Never-married -0.0572 0.0572
5440 education-numGRP_5_[10,13] hours-per-weekGRP_1_[0,20] -0.057 0.057
3596 race_White native-country_Laos -0.0569 0.0569
5402 ageGRP_6_[60,INF) hours-per-weekGRP_3_[40,50] -0.0568 0.0568
693 workclass_Private ageGRP_4_[40,50] -0.0567 0.0567
2742 occupation_Sales ageGRP_1_[0,20] 0.0565 0.0565
5164 native-country_Scotland native-country_United-States -0.0563 0.0563
1989 occupation_Craft-repair relationship_Unmarried -0.0562 0.0562
1278 marital-status_Married-civ-spouse occupation_? -0.0562 0.0562
2462 occupation_Priv-house-serv relationship_Husband -0.056 0.056
3501 race_Black education-numGRP_6_[13,16) -0.0559 0.0559
3298 relationship_Wife ageGRP_1_[0,20] -0.0559 0.0559
2374 occupation_Machine-op-inspct hours-per-weekGRP_1_[0,20] -0.0559 0.0559
1471 marital-status_Never-married occupation_Transport-moving -0.0557 0.0557
217 workclass_? marital-status_Married-civ-spouse -0.0557 0.0557
1732 occupation_? occupation_Transport-moving -0.0556 0.0556
838 workclass_Self-emp-not-inc race_White 0.0556 0.0556
236 workclass_? occupation_Transport-moving -0.0555 0.0555
5223 native-country_Taiwan education-numGRP_6_[13,16) 0.0555 0.0555
496 workclass_Local-gov ageGRP_4_[40,50] 0.0553 0.0553
5429 education-numGRP_3_[6,8] hours-per-weekGRP_3_[40,50] -0.0551 0.0551
2148 occupation_Farming-fishing relationship_Husband 0.055 0.055
5449 education-numGRP_6_[13,16) hours-per-weekGRP_5_[60,INF) 0.0549 0.0549
707 workclass_Self-emp-inc workclass_Self-emp-not-inc -0.0548 0.0548
735 workclass_Self-emp-inc relationship_Own-child -0.0548 0.0548
2369 occupation_Machine-op-inspct education-numGRP_2_[4,6] 0.0546 0.0546
5459 hours-per-weekGRP_4_[50,60] hours-per-weekGRP_5_[60,INF) -0.0546 0.0546
2042 occupation_Craft-repair ageGRP_3_[30,40] 0.0545 0.0545
2534 occupation_Prof-specialty occupation_Protective-serv -0.0544 0.0544
4819 native-country_Italy education-numGRP_1_[1,4] 0.0543 0.0543
5441 education-numGRP_5_[10,13] hours-per-weekGRP_2_[20,40] -0.0543 0.0543
1981 occupation_Craft-repair occupation_Protective-serv -0.0541 0.0541
2387 occupation_Other-service relationship_Other-relative 0.0541 0.0541
3558 race_Other education-numGRP_1_[1,4] 0.054 0.054
335 workclass_Federal-gov occupation_Sales -0.0539 0.0539
2063 occupation_Exec-managerial occupation_Protective-serv -0.0539 0.0539
1880 occupation_Adm-clerical education-numGRP_2_[4,6] -0.0538 0.0538
2453 occupation_Other-service hours-per-weekGRP_2_[20,40] 0.0538 0.0538
2220 occupation_Handlers-cleaners occupation_Machine-op-inspct -0.0536 0.0536
1402 marital-status_Married-spouse-absent native-country_Dominican-Republic 0.0536 0.0536
801 workclass_Self-emp-inc hours-per-weekGRP_3_[40,50] 0.0535 0.0535
2449 occupation_Other-service education-numGRP_4_[8,10] 0.0535 0.0535
414 workclass_Local-gov workclass_State-gov -0.0534 0.0534
702 workclass_Private hours-per-weekGRP_1_[0,20] -0.0532 0.0532
1162 marital-status_Divorced native-country_United-States 0.0532 0.0532
1169 marital-status_Divorced ageGRP_5_[50,60] 0.0532 0.0532
1476 marital-status_Never-married relationship_Unmarried -0.0531 0.0531
3103 relationship_Other-relative education-numGRP_1_[1,4] 0.0531 0.0531
3588 race_White native-country_Hong -0.053 0.053
4954 native-country_Mexico education-numGRP_2_[4,6] 0.0529 0.0529
2756 occupation_Sales hours-per-weekGRP_3_[40,50] 0.0525 0.0525
5388 ageGRP_5_[50,60] education-numGRP_6_[13,16) 0.0525 0.0525
790 workclass_Self-emp-inc ageGRP_4_[40,50] 0.0525 0.0525
5373 ageGRP_4_[40,50] education-numGRP_3_[6,8] -0.0524 0.0524
819 workclass_Self-emp-not-inc occupation_Handlers-cleaners -0.0524 0.0524
4948 native-country_Mexico ageGRP_2_[20,30] 0.0524 0.0524
2406 occupation_Other-service native-country_El-Salvador 0.0523 0.0523
4123 native-country_Dominican-Republic education-numGRP_1_[1,4] 0.0523 0.0523
3049 relationship_Other-relative race_Asian-Pac-Islander 0.0518 0.0518
718 workclass_Self-emp-inc occupation_Adm-clerical -0.0518 0.0518
97 CapitalGainPositive education-numGRP_5_[10,13] 0.0518 0.0518
3514 race_Other native-country_Columbia 0.0517 0.0517
1167 marital-status_Divorced ageGRP_3_[30,40] 0.0516 0.0516
493 workclass_Local-gov ageGRP_1_[0,20] -0.0516 0.0516
1814 occupation_Adm-clerical occupation_Protective-serv -0.0516 0.0516
1724 occupation_? occupation_Handlers-cleaners -0.0513 0.0513
228 workclass_? occupation_Handlers-cleaners -0.0512 0.0512
1393 marital-status_Married-spouse-absent race_White -0.0511 0.0511
1889 occupation_Adm-clerical hours-per-weekGRP_5_[60,INF) -0.051 0.051
348 workclass_Federal-gov race_White -0.051 0.051
5347 ageGRP_2_[20,30] education-numGRP_4_[8,10] 0.0508 0.0508
911 workclass_State-gov occupation_Craft-repair -0.0508 0.0508
2753 occupation_Sales education-numGRP_6_[13,16) -0.0507 0.0507
313 workclass_Federal-gov workclass_Self-emp-not-inc -0.0507 0.0507
2610 occupation_Protective-serv occupation_Sales -0.0507 0.0507
1995 occupation_Craft-repair race_White 0.0505 0.0505
909 workclass_State-gov occupation_Adm-clerical 0.0504 0.0504
674 workclass_Private native-country_Mexico 0.0503 0.0503
406 workclass_Federal-gov hours-per-weekGRP_2_[20,40] 0.0503 0.0503
1553 marital-status_Separated occupation_Other-service 0.0503 0.0503
1284 marital-status_Married-civ-spouse occupation_Handlers-cleaners -0.0501 0.0501
1798 occupation_? education-numGRP_5_[10,13] -0.05 0.05
1540 marital-status_Never-married hours-per-weekGRP_2_[20,40] 0.05 0.05
908 workclass_State-gov occupation_? -0.0499 0.0499
213 workclass_? workclass_State-gov -0.0498 0.0498
302 workclass_? education-numGRP_5_[10,13] -0.0496 0.0496
3608 race_White native-country_Thailand -0.0495 0.0495
2546 occupation_Prof-specialty race_Black -0.0495 0.0495
1702 marital-status_Widowed ageGRP_1_[0,20] -0.0495 0.0495
2045 occupation_Craft-repair ageGRP_6_[60,INF) -0.0494 0.0494
412 workclass_Local-gov workclass_Self-emp-inc -0.0494 0.0494
5415 education-numGRP_2_[4,6] education-numGRP_3_[6,8] -0.0491 0.0491
1821 occupation_Adm-clerical relationship_Own-child 0.049 0.049
5383 ageGRP_5_[50,60] education-numGRP_1_[1,4] 0.0489 0.0489
2326 occupation_Machine-op-inspct native-country_Dominican-Republic 0.0488 0.0488
5332 ageGRP_1_[0,20] education-numGRP_4_[8,10] 0.0488 0.0488
2613 occupation_Protective-serv relationship_Husband 0.0488 0.0488
3500 race_Black education-numGRP_5_[10,13] -0.0488 0.0488
3171 relationship_Own-child education-numGRP_1_[1,4] -0.0485 0.0485
138 CapitalLossPositive relationship_Own-child -0.0484 0.0484
2903 occupation_Transport-moving hours-per-weekGRP_5_[60,INF) 0.0482 0.0482
2346 occupation_Machine-op-inspct native-country_Mexico 0.0482 0.0482
740 workclass_Self-emp-inc race_Black -0.0482 0.0482
725 workclass_Self-emp-inc occupation_Other-service -0.0481 0.0481
705 workclass_Private hours-per-weekGRP_4_[50,60] -0.0481 0.0481
1533 marital-status_Never-married education-numGRP_1_[1,4] -0.048 0.048
1007 workclass_Without-pay occupation_Farming-fishing 0.048 0.048
1287 marital-status_Married-civ-spouse occupation_Priv-house-serv -0.048 0.048
2381 occupation_Other-service occupation_Protective-serv -0.0478 0.0478
1874 occupation_Adm-clerical ageGRP_2_[20,30] 0.0478 0.0478
3234 relationship_Unmarried ageGRP_3_[30,40] 0.0478 0.0478
1716 marital-status_Widowed hours-per-weekGRP_3_[40,50] -0.0477 0.0477
5348 ageGRP_2_[20,30] education-numGRP_5_[10,13] 0.0476 0.0476
2227 occupation_Handlers-cleaners occupation_Transport-moving -0.0476 0.0476
5285 native-country_United-States hours-per-weekGRP_2_[20,40] -0.0475 0.0475
2446 occupation_Other-service education-numGRP_1_[1,4] 0.0475 0.0475
346 workclass_Federal-gov race_Black 0.0474 0.0474
102 CapitalGainPositive hours-per-weekGRP_4_[50,60] 0.0473 0.0473
1358 marital-status_Married-civ-spouse education-numGRP_5_[10,13] 0.0473 0.0473
191 CapitalLossPositive ageGRP_2_[20,30] -0.0473 0.0473
634 workclass_Private occupation_Transport-moving 0.0473 0.0473
1543 marital-status_Never-married hours-per-weekGRP_5_[60,INF) -0.0473 0.0473
2296 occupation_Handlers-cleaners hours-per-weekGRP_2_[20,40] 0.0473 0.0473
2267 occupation_Handlers-cleaners native-country_Mexico 0.0472 0.0472
1457 marital-status_Never-married occupation_? 0.0471 0.0471
5353 ageGRP_2_[20,30] hours-per-weekGRP_4_[50,60] -0.0471 0.0471
3436 race_Asian-Pac-Islander education-numGRP_4_[8,10] -0.0469 0.0469
1993 occupation_Craft-repair race_Black -0.0469 0.0469
5380 ageGRP_4_[40,50] hours-per-weekGRP_4_[50,60] 0.0469 0.0469
3063 relationship_Other-relative native-country_El-Salvador 0.0467 0.0467
3181 relationship_Own-child hours-per-weekGRP_5_[60,INF) -0.0466 0.0466
2757 occupation_Sales hours-per-weekGRP_4_[50,60] 0.0465 0.0465
219 workclass_? marital-status_Never-married 0.0464 0.0464
2543 occupation_Prof-specialty relationship_Wife 0.0464 0.0464
1444 marital-status_Married-spouse-absent education-numGRP_1_[1,4] 0.0463 0.0463
1641 marital-status_Widowed occupation_Priv-house-serv 0.0462 0.0462
717 workclass_Self-emp-inc occupation_? -0.0461 0.0461
2075 occupation_Exec-managerial race_Black -0.0461 0.0461
211 workclass_? workclass_Self-emp-inc -0.0461 0.0461
2501 occupation_Priv-house-serv native-country_Mexico 0.046 0.046
124 CapitalLossPositive occupation_Exec-managerial 0.046 0.046
3107 relationship_Other-relative education-numGRP_5_[10,13] -0.0459 0.0459
1795 occupation_? education-numGRP_2_[4,6] 0.0459 0.0459
1174 marital-status_Divorced education-numGRP_4_[8,10] 0.0457 0.0457
309 workclass_Federal-gov workclass_Local-gov -0.0457 0.0457
5437 education-numGRP_4_[8,10] hours-per-weekGRP_4_[50,60] -0.0456 0.0456
3505 race_Black hours-per-weekGRP_4_[50,60] -0.0456 0.0456
2539 occupation_Prof-specialty relationship_Not-in-family 0.0455 0.0455
2570 occupation_Prof-specialty native-country_India 0.0455 0.0455
2053 occupation_Craft-repair hours-per-weekGRP_2_[20,40] 0.0454 0.0454
2077 occupation_Exec-managerial race_White 0.0454 0.0454
2140 occupation_Farming-fishing occupation_Machine-op-inspct -0.0454 0.0454
1091 marital-status_Divorced marital-status_Married-spouse-absent -0.0453 0.0453
1640 marital-status_Widowed occupation_Other-service 0.0453 0.0453
1635 marital-status_Widowed occupation_Craft-repair -0.0452 0.0452
733 workclass_Self-emp-inc relationship_Not-in-family -0.0452 0.0452
5149 native-country_Puerto-Rico education-numGRP_1_[1,4] 0.0451 0.0451
692 workclass_Private ageGRP_3_[30,40] 0.045 0.045
3068 relationship_Other-relative native-country_Guatemala 0.0449 0.0449
299 workclass_? education-numGRP_2_[4,6] 0.0449 0.0449
5339 ageGRP_1_[0,20] hours-per-weekGRP_5_[60,INF) -0.0447 0.0447
629 workclass_Private occupation_Priv-house-serv 0.0447 0.0447
3499 race_Black education-numGRP_4_[8,10] 0.0446 0.0446
2289 occupation_Handlers-cleaners education-numGRP_1_[1,4] 0.0446 0.0446
2359 occupation_Machine-op-inspct native-country_United-States -0.0446 0.0446
3628 race_White hours-per-weekGRP_4_[50,60] 0.0446 0.0446
3438 race_Asian-Pac-Islander education-numGRP_6_[13,16) 0.0446 0.0446
2230 occupation_Handlers-cleaners relationship_Other-relative 0.0445 0.0445
1986 occupation_Craft-repair relationship_Not-in-family -0.0445 0.0445
791 workclass_Self-emp-inc ageGRP_5_[50,60] 0.0444 0.0444
1628 marital-status_Separated hours-per-weekGRP_2_[20,40] 0.0444 0.0444
3100 relationship_Other-relative ageGRP_4_[40,50] -0.0444 0.0444
426 workclass_Local-gov occupation_Craft-repair -0.0444 0.0444
1819 occupation_Adm-clerical relationship_Not-in-family 0.0444 0.0444
336 workclass_Federal-gov occupation_Tech-support 0.0443 0.0443
3031 relationship_Not-in-family ageGRP_4_[40,50] -0.0443 0.0443
2106 occupation_Exec-managerial native-country_Mexico -0.0443 0.0443
130 CapitalLossPositive occupation_Prof-specialty 0.0441 0.0441
2483 occupation_Priv-house-serv native-country_El-Salvador 0.0441 0.0441
2290 occupation_Handlers-cleaners education-numGRP_2_[4,6] 0.0439 0.0439
2305 occupation_Machine-op-inspct occupation_Tech-support -0.0438 0.0438
5367 ageGRP_3_[30,40] hours-per-weekGRP_4_[50,60] 0.0438 0.0438
503 workclass_Local-gov education-numGRP_5_[10,13] 0.0438 0.0438
2214 occupation_Farming-fishing education-numGRP_6_[13,16) -0.0438 0.0438
3437 race_Asian-Pac-Islander education-numGRP_5_[10,13] 0.0438 0.0438
3241 relationship_Unmarried education-numGRP_4_[8,10] 0.0437 0.0437
915 workclass_State-gov occupation_Machine-op-inspct -0.0437 0.0437
5406 education-numGRP_1_[1,4] education-numGRP_3_[6,8] -0.0435 0.0435
5398 ageGRP_6_[60,INF) education-numGRP_5_[10,13] -0.0435 0.0435
3233 relationship_Unmarried ageGRP_2_[20,30] -0.0435 0.0435
1723 occupation_? occupation_Farming-fishing -0.0435 0.0435
2126 occupation_Exec-managerial ageGRP_5_[50,60] 0.0434 0.0434
227 workclass_? occupation_Farming-fishing -0.0434 0.0434
1803 occupation_? hours-per-weekGRP_4_[50,60] -0.0433 0.0433
3684 sex_Female education-numGRP_6_[13,16) -0.0433 0.0433
3743 sex_Male education-numGRP_6_[13,16) 0.0433 0.0433
3474 race_Black native-country_Mexico -0.0432 0.0432
687 workclass_Private native-country_United-States -0.0432 0.0432
5360 ageGRP_3_[30,40] education-numGRP_3_[6,8] -0.0432 0.0432
307 workclass_? hours-per-weekGRP_4_[50,60] -0.0432 0.0432
4711 native-country_India education-numGRP_4_[8,10] -0.0431 0.0431
1390 marital-status_Married-spouse-absent race_Asian-Pac-Islander 0.0429 0.0429
3247 relationship_Unmarried hours-per-weekGRP_4_[50,60] -0.0429 0.0429
621 workclass_Private occupation_Adm-clerical 0.0429 0.0429
2377 occupation_Machine-op-inspct hours-per-weekGRP_4_[50,60] -0.0428 0.0428
341 workclass_Federal-gov relationship_Own-child -0.0428 0.0428
323 workclass_Federal-gov occupation_? -0.0427 0.0427
3050 relationship_Other-relative race_Black 0.0426 0.0426
207 workclass_? workclass_Federal-gov -0.0426 0.0426
394 workclass_Federal-gov ageGRP_2_[20,30] -0.0426 0.0426
5358 ageGRP_3_[30,40] education-numGRP_1_[1,4] -0.0424 0.0424
3069 relationship_Other-relative native-country_Haiti 0.0424 0.0424
5443 education-numGRP_5_[10,13] hours-per-weekGRP_4_[50,60] 0.0424 0.0424
2424 occupation_Other-service native-country_Mexico 0.0424 0.0424
832 workclass_Self-emp-not-inc relationship_Unmarried -0.0424 0.0424
3677 sex_Female ageGRP_5_[50,60] -0.0423 0.0423
3736 sex_Male ageGRP_5_[50,60] 0.0423 0.0423
1149 marital-status_Divorced native-country_Mexico -0.0423 0.0423
2577 occupation_Prof-specialty native-country_Mexico -0.0422 0.0422
1283 marital-status_Married-civ-spouse occupation_Farming-fishing 0.0422 0.0422
3497 race_Black education-numGRP_2_[4,6] 0.0421 0.0421
396 workclass_Federal-gov ageGRP_4_[40,50] 0.0421 0.0421
2748 occupation_Sales education-numGRP_1_[1,4] -0.042 0.042
2752 occupation_Sales education-numGRP_5_[10,13] 0.042 0.042
1731 occupation_? occupation_Tech-support -0.042 0.042
235 workclass_? occupation_Tech-support -0.0419 0.0419
3162 relationship_Own-child native-country_United-States 0.0418 0.0418
1826 occupation_Adm-clerical race_Black 0.0418 0.0418
420 workclass_Local-gov marital-status_Never-married -0.0418 0.0418
4960 native-country_Mexico hours-per-weekGRP_2_[20,40] 0.0418 0.0418
1796 occupation_? education-numGRP_3_[6,8] 0.0417 0.0417
698 workclass_Private education-numGRP_3_[6,8] 0.0417 0.0417
2286 occupation_Handlers-cleaners ageGRP_4_[40,50] -0.0417 0.0417
1615 marital-status_Separated ageGRP_1_[0,20] -0.0416 0.0416
199 CapitalLossPositive education-numGRP_4_[8,10] -0.0415 0.0415
5372 ageGRP_4_[40,50] education-numGRP_2_[4,6] -0.0415 0.0415
3246 relationship_Unmarried hours-per-weekGRP_3_[40,50] -0.0415 0.0415
742 workclass_Self-emp-inc race_White 0.0415 0.0415
3108 relationship_Other-relative education-numGRP_6_[13,16) -0.0414 0.0414
300 workclass_? education-numGRP_3_[6,8] 0.0414 0.0414
1178 marital-status_Divorced hours-per-weekGRP_2_[20,40] 0.0414 0.0414
147 CapitalLossPositive sex_Male 0.0413 0.0413
146 CapitalLossPositive sex_Female -0.0413 0.0413
792 workclass_Self-emp-inc ageGRP_6_[60,INF) 0.0413 0.0413
5405 education-numGRP_1_[1,4] education-numGRP_2_[4,6] -0.0412 0.0412
1288 marital-status_Married-civ-spouse occupation_Prof-specialty 0.041 0.041
787 workclass_Self-emp-inc ageGRP_1_[0,20] -0.041 0.041
90 CapitalGainPositive ageGRP_4_[40,50] 0.041 0.041
494 workclass_Local-gov ageGRP_2_[20,30] -0.0409 0.0409
128 CapitalLossPositive occupation_Other-service -0.0409 0.0409
2287 occupation_Handlers-cleaners ageGRP_5_[50,60] -0.0408 0.0408
3741 sex_Male education-numGRP_4_[8,10] -0.0407 0.0407
3682 sex_Female education-numGRP_4_[8,10] 0.0407 0.0407
3735 sex_Male ageGRP_4_[40,50] 0.0407 0.0407
3676 sex_Female ageGRP_4_[40,50] -0.0407 0.0407
1565 marital-status_Separated relationship_Wife -0.0406 0.0406
2069 occupation_Exec-managerial relationship_Other-relative -0.0405 0.0405
619 workclass_Private marital-status_Widowed -0.0405 0.0405
2218 occupation_Farming-fishing hours-per-weekGRP_4_[50,60] 0.0404 0.0404
5401 ageGRP_6_[60,INF) hours-per-weekGRP_2_[20,40] -0.0404 0.0404
5374 ageGRP_4_[40,50] education-numGRP_4_[8,10] -0.0404 0.0404
2147 occupation_Farming-fishing occupation_Transport-moving -0.0403 0.0403
3054 relationship_Other-relative sex_Male -0.0403 0.0403
3053 relationship_Other-relative sex_Female 0.0403 0.0403
193 CapitalLossPositive ageGRP_4_[40,50] 0.0402 0.0402
2208 occupation_Farming-fishing ageGRP_6_[60,INF) 0.04 0.04
1652 marital-status_Widowed relationship_Wife -0.0399 0.0399
2213 occupation_Farming-fishing education-numGRP_5_[10,13] -0.0398 0.0398
2837 occupation_Transport-moving relationship_Wife -0.0398 0.0398
2292 occupation_Handlers-cleaners education-numGRP_4_[8,10] 0.0398 0.0398
3047 relationship_Other-relative relationship_Wife -0.0396 0.0396
3095 relationship_Other-relative native-country_Vietnam 0.0396 0.0396
690 workclass_Private ageGRP_1_[0,20] 0.0394 0.0394
3051 relationship_Other-relative race_Other 0.0392 0.0392
1617 marital-status_Separated ageGRP_3_[30,40] 0.0392 0.0392
3577 race_White native-country_Dominican-Republic -0.0391 0.0391
724 workclass_Self-emp-inc occupation_Machine-op-inspct -0.0391 0.0391
3537 race_Other native-country_Nicaragua 0.0389 0.0389
2759 occupation_Tech-support occupation_Transport-moving -0.0389 0.0389
3242 relationship_Unmarried education-numGRP_5_[10,13] -0.0388 0.0388
3734 sex_Male ageGRP_3_[30,40] 0.0387 0.0387
3675 sex_Female ageGRP_3_[30,40] -0.0387 0.0387
1394 marital-status_Married-spouse-absent sex_Female 0.0387 0.0387
894 workclass_Self-emp-not-inc education-numGRP_6_[13,16) 0.0387 0.0387
1395 marital-status_Married-spouse-absent sex_Male -0.0387 0.0387
2464 occupation_Priv-house-serv relationship_Other-relative 0.0386 0.0386
1712 marital-status_Widowed education-numGRP_5_[10,13] -0.0385 0.0385
897 workclass_Self-emp-not-inc hours-per-weekGRP_3_[40,50] 0.0384 0.0384
5445 education-numGRP_6_[13,16) hours-per-weekGRP_1_[0,20] -0.0384 0.0384
708 workclass_Self-emp-inc workclass_State-gov -0.0384 0.0384
5 CapitalGainPositive workclass_Private -0.0383 0.0383
441 workclass_Local-gov relationship_Own-child -0.0383 0.0383
203 CapitalLossPositive hours-per-weekGRP_2_[20,40] -0.0382 0.0382
5387 ageGRP_5_[50,60] education-numGRP_5_[10,13] -0.0381 0.0381
2690 occupation_Sales relationship_Own-child 0.0381 0.0381
1409 marital-status_Married-spouse-absent native-country_Guatemala 0.0381 0.0381
1415 marital-status_Married-spouse-absent native-country_India 0.038 0.038
3300 relationship_Wife ageGRP_3_[30,40] 0.038 0.038
450 workclass_Local-gov sex_Male -0.038 0.038
449 workclass_Local-gov sex_Female 0.038 0.038
3799 native-country_? education-numGRP_4_[8,10] -0.0379 0.0379
5286 native-country_United-States hours-per-weekGRP_3_[40,50] 0.0379 0.0379
91 CapitalGainPositive ageGRP_5_[50,60] 0.0378 0.0378
723 workclass_Self-emp-inc occupation_Handlers-cleaners -0.0378 0.0378
3062 relationship_Other-relative native-country_Ecuador 0.0377 0.0377
5352 ageGRP_2_[20,30] hours-per-weekGRP_3_[40,50] -0.0377 0.0377
2047 occupation_Craft-repair education-numGRP_2_[4,6] 0.0377 0.0377
33 CapitalGainPositive relationship_Not-in-family -0.0377 0.0377
2522 occupation_Priv-house-serv ageGRP_6_[60,INF) 0.0376 0.0376
331 workclass_Federal-gov occupation_Other-service -0.0374 0.0374
3110 relationship_Other-relative hours-per-weekGRP_2_[20,40] 0.0373 0.0373
1289 marital-status_Married-civ-spouse occupation_Protective-serv 0.0373 0.0373
1100 marital-status_Divorced occupation_Farming-fishing -0.0372 0.0372
36 CapitalGainPositive relationship_Unmarried -0.0372 0.0372
2139 occupation_Farming-fishing occupation_Handlers-cleaners -0.0372 0.0372
1828 occupation_Adm-clerical race_White -0.0372 0.0372
886 workclass_Self-emp-not-inc ageGRP_4_[40,50] 0.0371 0.0371
446 workclass_Local-gov race_Black 0.0371 0.0371
2902 occupation_Transport-moving hours-per-weekGRP_4_[50,60] 0.037 0.037
3099 relationship_Other-relative ageGRP_3_[30,40] -0.0369 0.0369
736 workclass_Self-emp-inc relationship_Unmarried -0.0368 0.0368
2228 occupation_Handlers-cleaners relationship_Husband -0.0368 0.0368
393 workclass_Federal-gov ageGRP_1_[0,20] -0.0368 0.0368
2078 occupation_Exec-managerial sex_Female -0.0367 0.0367
2079 occupation_Exec-managerial sex_Male 0.0367 0.0367
987 workclass_State-gov education-numGRP_4_[8,10] -0.0367 0.0367
5075 native-country_Philippines education-numGRP_5_[10,13] 0.0366 0.0366
824 workclass_Self-emp-not-inc occupation_Protective-serv -0.0366 0.0366
2303 occupation_Machine-op-inspct occupation_Protective-serv -0.0365 0.0365
2887 occupation_Transport-moving ageGRP_1_[0,20] -0.0365 0.0365
4958 native-country_Mexico education-numGRP_6_[13,16) -0.0364 0.0364
825 workclass_Self-emp-not-inc occupation_Sales 0.0364 0.0364
2968 relationship_Husband education-numGRP_5_[10,13] 0.0362 0.0362
3243 relationship_Unmarried education-numGRP_6_[13,16) -0.0361 0.0361
1794 occupation_? education-numGRP_1_[1,4] 0.0361 0.0361
5395 ageGRP_6_[60,INF) education-numGRP_2_[4,6] 0.036 0.036
2540 occupation_Prof-specialty relationship_Other-relative -0.036 0.036
2317 occupation_Machine-op-inspct race_White -0.036 0.036
1881 occupation_Adm-clerical education-numGRP_3_[6,8] -0.036 0.036
2529 occupation_Priv-house-serv hours-per-weekGRP_1_[0,20] 0.036 0.036
2226 occupation_Handlers-cleaners occupation_Tech-support -0.0359 0.0359
592 workclass_Never-worked ageGRP_1_[0,20] 0.0359 0.0359
5421 education-numGRP_2_[4,6] hours-per-weekGRP_3_[40,50] -0.0358 0.0358
633 workclass_Private occupation_Tech-support 0.0358 0.0358
2233 occupation_Handlers-cleaners relationship_Wife -0.0357 0.0357
914 workclass_State-gov occupation_Handlers-cleaners -0.0357 0.0357
298 workclass_? education-numGRP_1_[1,4] 0.0356 0.0356
2899 occupation_Transport-moving hours-per-weekGRP_1_[0,20] -0.0356 0.0356
2315 occupation_Machine-op-inspct race_Black 0.0356 0.0356
796 workclass_Self-emp-inc education-numGRP_4_[8,10] -0.0355 0.0355
2900 occupation_Transport-moving hours-per-weekGRP_2_[20,40] -0.0355 0.0355
37 CapitalGainPositive relationship_Wife 0.0355 0.0355
314 workclass_Federal-gov workclass_State-gov -0.0355 0.0355
5419 education-numGRP_2_[4,6] hours-per-weekGRP_1_[0,20] 0.0354 0.0354
3111 relationship_Other-relative hours-per-weekGRP_3_[40,50] -0.0353 0.0353
637 workclass_Private relationship_Other-relative 0.0353 0.0353
2297 occupation_Handlers-cleaners hours-per-weekGRP_3_[40,50] -0.0352 0.0352
2608 occupation_Prof-specialty hours-per-weekGRP_4_[50,60] 0.0351 0.0351
397 workclass_Federal-gov ageGRP_5_[50,60] 0.0351 0.0351
799 workclass_Self-emp-inc hours-per-weekGRP_1_[0,20] -0.035 0.035
1729 occupation_? occupation_Protective-serv -0.0349 0.0349
2367 occupation_Machine-op-inspct ageGRP_6_[60,INF) -0.0349 0.0349
1799 occupation_? education-numGRP_6_[13,16) -0.0349 0.0349
233 workclass_? occupation_Protective-serv -0.0349 0.0349
205 CapitalLossPositive hours-per-weekGRP_4_[50,60] 0.0347 0.0347
829 workclass_Self-emp-not-inc relationship_Not-in-family -0.0347 0.0347
646 workclass_Private sex_Female 0.0347 0.0347
647 workclass_Private sex_Male -0.0347 0.0347
3040 relationship_Not-in-family hours-per-weekGRP_1_[0,20] -0.0347 0.0347
303 workclass_? education-numGRP_6_[13,16) -0.0347 0.0347
1392 marital-status_Married-spouse-absent race_Other 0.0346 0.0346
1077 workclass_Without-pay ageGRP_6_[60,INF) 0.0345 0.0345
5375 ageGRP_4_[40,50] education-numGRP_5_[10,13] 0.0344 0.0344
2895 occupation_Transport-moving education-numGRP_3_[6,8] 0.0342 0.0342
3969 native-country_China education-numGRP_6_[13,16) 0.0342 0.0342
5412 education-numGRP_1_[1,4] hours-per-weekGRP_3_[40,50] -0.0342 0.0342
330 workclass_Federal-gov occupation_Machine-op-inspct -0.034 0.034
1117 marital-status_Divorced race_Asian-Pac-Islander -0.034 0.034
5403 ageGRP_6_[60,INF) hours-per-weekGRP_4_[50,60] -0.034 0.034
3801 native-country_? education-numGRP_6_[13,16) 0.0339 0.0339
2587 occupation_Prof-specialty native-country_Taiwan 0.0338 0.0338
99 CapitalGainPositive hours-per-weekGRP_1_[0,20] -0.0338 0.0338
3311 relationship_Wife hours-per-weekGRP_2_[20,40] 0.0337 0.0337
1625 marital-status_Separated education-numGRP_5_[10,13] -0.0336 0.0336
5344 ageGRP_2_[20,30] education-numGRP_1_[1,4] -0.0336 0.0336
3510 race_Other native-country_? 0.0335 0.0335
139 CapitalLossPositive relationship_Unmarried -0.0335 0.0335
5272 native-country_United-States ageGRP_1_[0,20] 0.0334 0.0334
3618 race_White ageGRP_6_[60,INF) 0.0334 0.0334
2158 occupation_Farming-fishing race_White 0.0333 0.0333
636 workclass_Private relationship_Not-in-family 0.0333 0.0333
1427 marital-status_Married-spouse-absent native-country_Poland 0.0333 0.0333
3036 relationship_Not-in-family education-numGRP_3_[6,8] -0.0332 0.0332
490 workclass_Local-gov native-country_United-States 0.0332 0.0332
5422 education-numGRP_2_[4,6] hours-per-weekGRP_4_[50,60] -0.0331 0.0331
2894 occupation_Transport-moving education-numGRP_2_[4,6] 0.0331 0.0331
3498 race_Black education-numGRP_3_[6,8] 0.0331 0.0331
327 workclass_Federal-gov occupation_Exec-managerial 0.033 0.033
1410 marital-status_Married-spouse-absent native-country_Haiti 0.0329 0.0329
312 workclass_Federal-gov workclass_Self-emp-inc -0.0328 0.0328
2697 occupation_Sales race_White 0.0328 0.0328
3172 relationship_Own-child education-numGRP_2_[4,6] 0.0328 0.0328
5273 native-country_United-States ageGRP_2_[20,30] -0.0327 0.0327
1419 marital-status_Married-spouse-absent native-country_Jamaica 0.0326 0.0326
3624 race_White education-numGRP_6_[13,16) 0.0325 0.0325
2822 occupation_Tech-support education-numGRP_2_[4,6] -0.0325 0.0325
3085 relationship_Other-relative native-country_Philippines 0.0324 0.0324
2612 occupation_Protective-serv occupation_Transport-moving -0.0324 0.0324
2156 occupation_Farming-fishing race_Black -0.0323 0.0323
1717 marital-status_Widowed hours-per-weekGRP_4_[50,60] -0.0322 0.0322
3313 relationship_Wife hours-per-weekGRP_4_[50,60] -0.0321 0.0321
204 CapitalLossPositive hours-per-weekGRP_3_[40,50] 0.0321 0.0321
2345 occupation_Machine-op-inspct native-country_Laos 0.0321 0.0321
2412 occupation_Other-service native-country_Haiti 0.032 0.032
2835 occupation_Transport-moving relationship_Own-child -0.032 0.032
3316 race_Amer-Indian-Eskimo race_Black -0.032 0.032
1544 marital-status_Separated marital-status_Widowed -0.032 0.032
442 workclass_Local-gov relationship_Unmarried 0.0319 0.0319
405 workclass_Federal-gov hours-per-weekGRP_1_[0,20] -0.0319 0.0319
826 workclass_Self-emp-not-inc occupation_Tech-support -0.0319 0.0319
3312 relationship_Wife hours-per-weekGRP_3_[40,50] -0.0319 0.0319
2836 occupation_Transport-moving relationship_Unmarried -0.0319 0.0319
3506 race_Black hours-per-weekGRP_5_[60,INF) -0.0319 0.0319
403 workclass_Federal-gov education-numGRP_5_[10,13] 0.0319 0.0319
876 workclass_Self-emp-not-inc native-country_South 0.0318 0.0318
2695 occupation_Sales race_Black -0.0318 0.0318
2298 occupation_Handlers-cleaners hours-per-weekGRP_4_[50,60] -0.0317 0.0317
5411 education-numGRP_1_[1,4] hours-per-weekGRP_2_[20,40] 0.0317 0.0317
3037 relationship_Not-in-family education-numGRP_4_[8,10] -0.0317 0.0317
3679 sex_Female education-numGRP_1_[1,4] -0.0317 0.0317
3738 sex_Male education-numGRP_1_[1,4] 0.0317 0.0317
3310 relationship_Wife hours-per-weekGRP_1_[0,20] 0.0316 0.0316
3448 race_Black native-country_? 0.0315 0.0315
612 workclass_Private workclass_Without-pay -0.0315 0.0315
2316 occupation_Machine-op-inspct race_Other 0.0314 0.0314
3070 relationship_Other-relative native-country_Holand-Netherlands 0.0314 0.0314
2823 occupation_Tech-support education-numGRP_3_[6,8] -0.0314 0.0314
3657 sex_Female native-country_Mexico -0.0313 0.0313
3716 sex_Male native-country_Mexico 0.0313 0.0313
821 workclass_Self-emp-not-inc occupation_Other-service -0.0312 0.0312
443 workclass_Local-gov relationship_Wife 0.0311 0.0311
326 workclass_Federal-gov occupation_Craft-repair -0.0311 0.0311
5329 ageGRP_1_[0,20] education-numGRP_1_[1,4] -0.0311 0.0311
1622 marital-status_Separated education-numGRP_2_[4,6] 0.0311 0.0311
797 workclass_Self-emp-inc education-numGRP_5_[10,13] 0.0311 0.0311
5221 native-country_Taiwan education-numGRP_4_[8,10] -0.031 0.031
1385 marital-status_Married-spouse-absent relationship_Other-relative 0.031 0.031
2288 occupation_Handlers-cleaners ageGRP_6_[60,INF) -0.0309 0.0309
4952 native-country_Mexico ageGRP_6_[60,INF) -0.0309 0.0309
190 CapitalLossPositive ageGRP_1_[0,20] -0.0308 0.0308
2815 occupation_Tech-support ageGRP_1_[0,20] -0.0308 0.0308
2594 occupation_Prof-specialty ageGRP_2_[20,30] -0.0308 0.0308
2893 occupation_Transport-moving education-numGRP_1_[1,4] 0.0307 0.0307
3614 race_White ageGRP_2_[20,30] -0.0306 0.0306
2318 occupation_Machine-op-inspct sex_Female -0.0305 0.0305
2319 occupation_Machine-op-inspct sex_Male 0.0305 0.0305
3178 relationship_Own-child hours-per-weekGRP_2_[20,40] 0.0305 0.0305
416 workclass_Local-gov marital-status_Divorced 0.0304 0.0304
2146 occupation_Farming-fishing occupation_Tech-support -0.0304 0.0304
399 workclass_Federal-gov education-numGRP_1_[1,4] -0.0303 0.0303
2679 occupation_Protective-serv education-numGRP_6_[13,16) -0.0303 0.0303
95 CapitalGainPositive education-numGRP_3_[6,8] -0.0302 0.0302
1429 marital-status_Married-spouse-absent native-country_Puerto-Rico 0.0302 0.0302
2833 occupation_Transport-moving relationship_Not-in-family -0.0301 0.0301
5359 ageGRP_3_[30,40] education-numGRP_2_[4,6] -0.0301 0.0301
3620 race_White education-numGRP_2_[4,6] -0.0301 0.0301
2739 occupation_Sales native-country_United-States 0.03 0.03
2224 occupation_Handlers-cleaners occupation_Protective-serv -0.0299 0.0299
2548 occupation_Prof-specialty race_White 0.0299 0.0299
3444 race_Black race_Other -0.0298 0.0298
4071 native-country_Cuba education-numGRP_1_[1,4] 0.0298 0.0298
2828 occupation_Tech-support hours-per-weekGRP_2_[20,40] 0.0298 0.0298
1426 marital-status_Married-spouse-absent native-country_Philippines 0.0297 0.0297
5430 education-numGRP_3_[6,8] hours-per-weekGRP_4_[50,60] -0.0297 0.0297
400 workclass_Federal-gov education-numGRP_2_[4,6] -0.0297 0.0297
3308 relationship_Wife education-numGRP_5_[10,13] 0.0296 0.0296
2621 occupation_Protective-serv race_Black 0.0296 0.0296
2964 relationship_Husband education-numGRP_1_[1,4] 0.0296 0.0296
992 workclass_State-gov hours-per-weekGRP_3_[40,50] -0.0296 0.0296
40 CapitalGainPositive race_Black -0.0295 0.0295
5368 ageGRP_3_[30,40] hours-per-weekGRP_5_[60,INF) 0.0295 0.0295
985 workclass_State-gov education-numGRP_2_[4,6] -0.0295 0.0295
1563 marital-status_Separated relationship_Own-child -0.0294 0.0294
640 workclass_Private relationship_Wife -0.0293 0.0293
5078 native-country_Philippines hours-per-weekGRP_2_[20,40] 0.0293 0.0293
730 workclass_Self-emp-inc occupation_Tech-support -0.0292 0.0292
3441 race_Asian-Pac-Islander hours-per-weekGRP_3_[40,50] -0.0292 0.0292
506 workclass_Local-gov hours-per-weekGRP_2_[20,40] 0.0291 0.0291
2124 occupation_Exec-managerial ageGRP_3_[30,40] 0.0291 0.0291
42 CapitalGainPositive race_White 0.029 0.029
986 workclass_State-gov education-numGRP_3_[6,8] -0.029 0.029
5336 ageGRP_1_[0,20] hours-per-weekGRP_2_[20,40] -0.029 0.029
505 workclass_Local-gov hours-per-weekGRP_1_[0,20] -0.029 0.029
624 workclass_Private occupation_Exec-managerial -0.0289 0.0289
2149 occupation_Farming-fishing relationship_Not-in-family -0.0289 0.0289
1626 marital-status_Separated education-numGRP_6_[13,16) -0.0289 0.0289
497 workclass_Local-gov ageGRP_5_[50,60] 0.0289 0.0289
23 CapitalGainPositive occupation_Handlers-cleaners -0.0289 0.0289
333 workclass_Federal-gov occupation_Prof-specialty 0.0289 0.0289
1399 marital-status_Married-spouse-absent native-country_China 0.0287 0.0287
2386 occupation_Other-service relationship_Not-in-family 0.0286 0.0286
5397 ageGRP_6_[60,INF) education-numGRP_4_[8,10] -0.0285 0.0285
2549 occupation_Prof-specialty sex_Female 0.0285 0.0285
2550 occupation_Prof-specialty sex_Male -0.0285 0.0285
2485 occupation_Priv-house-serv native-country_France 0.0285 0.0285
2466 occupation_Priv-house-serv relationship_Unmarried 0.0284 0.0284
2362 occupation_Machine-op-inspct ageGRP_1_[0,20] -0.0284 0.0284
200 CapitalLossPositive education-numGRP_5_[10,13] 0.0283 0.0283
2545 occupation_Prof-specialty race_Asian-Pac-Islander 0.0283 0.0283
1705 marital-status_Widowed ageGRP_4_[40,50] -0.0283 0.0283
1354 marital-status_Married-civ-spouse education-numGRP_1_[1,4] 0.0282 0.0282
2119 occupation_Exec-managerial native-country_United-States 0.0281 0.0281
2884 occupation_Transport-moving native-country_United-States 0.0281 0.0281
745 workclass_Self-emp-inc native-country_? 0.028 0.028
3623 race_White education-numGRP_5_[10,13] 0.028 0.028
401 workclass_Federal-gov education-numGRP_3_[6,8] -0.028 0.028
501 workclass_Local-gov education-numGRP_3_[6,8] -0.0279 0.0279
5074 native-country_Philippines education-numGRP_4_[8,10] -0.0279 0.0279
5420 education-numGRP_2_[4,6] hours-per-weekGRP_2_[20,40] 0.0278 0.0278
2824 occupation_Tech-support education-numGRP_4_[8,10] -0.0278 0.0278
3105 relationship_Other-relative education-numGRP_3_[6,8] 0.0278 0.0278
1396 marital-status_Married-spouse-absent native-country_? 0.0278 0.0278
3112 relationship_Other-relative hours-per-weekGRP_4_[50,60] -0.0277 0.0277
3082 relationship_Other-relative native-country_Nicaragua 0.0277 0.0277
5384 ageGRP_5_[50,60] education-numGRP_2_[4,6] 0.0276 0.0276
2677 occupation_Protective-serv education-numGRP_4_[8,10] 0.0275 0.0275
2754 occupation_Sales hours-per-weekGRP_1_[0,20] 0.0275 0.0275
1738 occupation_? relationship_Wife 0.0275 0.0275
18 CapitalGainPositive occupation_Adm-clerical -0.0274 0.0274
2153 occupation_Farming-fishing relationship_Wife -0.0274 0.0274
2327 occupation_Machine-op-inspct native-country_Ecuador 0.0274 0.0274
1400 marital-status_Married-spouse-absent native-country_Columbia 0.0272 0.0272
2463 occupation_Priv-house-serv relationship_Not-in-family 0.0271 0.0271
3033 relationship_Not-in-family ageGRP_6_[60,INF) 0.0271 0.0271
242 workclass_? relationship_Wife 0.0271 0.0271
320 workclass_Federal-gov marital-status_Never-married -0.0271 0.0271
3223 relationship_Unmarried native-country_Puerto-Rico 0.0269 0.0269
2595 occupation_Prof-specialty ageGRP_3_[30,40] 0.0269 0.0269
3149 relationship_Own-child native-country_Mexico -0.0268 0.0268
5346 ageGRP_2_[20,30] education-numGRP_3_[6,8] -0.0268 0.0268
407 workclass_Federal-gov hours-per-weekGRP_3_[40,50] -0.0268 0.0268
2820 occupation_Tech-support ageGRP_6_[60,INF) -0.0268 0.0268
1633 marital-status_Widowed occupation_Adm-clerical 0.0268 0.0268
2821 occupation_Tech-support education-numGRP_1_[1,4] -0.0267 0.0267
94 CapitalGainPositive education-numGRP_2_[4,6] -0.0267 0.0267
1468 marital-status_Never-married occupation_Protective-serv -0.0266 0.0266
795 workclass_Self-emp-inc education-numGRP_3_[6,8] -0.0266 0.0266
10 CapitalGainPositive marital-status_Divorced -0.0266 0.0266
2816 occupation_Tech-support ageGRP_2_[20,30] 0.0266 0.0266
1857 occupation_Adm-clerical native-country_Mexico -0.0265 0.0265
3523 race_Other native-country_Guatemala 0.0265 0.0265
5283 native-country_United-States education-numGRP_6_[13,16) -0.0264 0.0264
991 workclass_State-gov hours-per-weekGRP_2_[20,40] 0.0263 0.0263
2138 occupation_Exec-managerial hours-per-weekGRP_5_[60,INF) 0.0263 0.0263
1101 marital-status_Divorced occupation_Handlers-cleaners -0.0263 0.0263
981 workclass_State-gov ageGRP_4_[40,50] 0.0262 0.0262
2378 occupation_Machine-op-inspct hours-per-weekGRP_5_[60,INF) -0.0262 0.0262
984 workclass_State-gov education-numGRP_1_[1,4] -0.0262 0.0262
3650 sex_Female native-country_India -0.0261 0.0261
3709 sex_Male native-country_India 0.0261 0.0261
5279 native-country_United-States education-numGRP_2_[4,6] -0.026 0.026
1171 marital-status_Divorced education-numGRP_1_[1,4] -0.026 0.026
2457 occupation_Priv-house-serv occupation_Prof-specialty -0.0259 0.0259
817 workclass_Self-emp-not-inc occupation_Exec-managerial 0.0259 0.0259
1355 marital-status_Married-civ-spouse education-numGRP_2_[4,6] -0.0259 0.0259
978 workclass_State-gov ageGRP_1_[0,20] -0.0258 0.0258
215 workclass_? marital-status_Divorced -0.0258 0.0258
4412 native-country_Greece ageGRP_5_[50,60] 0.0258 0.0258
3183 relationship_Unmarried race_Amer-Indian-Eskimo 0.0257 0.0257
1095 marital-status_Divorced occupation_? -0.0257 0.0257
1979 occupation_Craft-repair occupation_Priv-house-serv -0.0257 0.0257
710 workclass_Self-emp-inc marital-status_Divorced -0.0257 0.0257
1098 marital-status_Divorced occupation_Craft-repair -0.0257 0.0257
1388 marital-status_Married-spouse-absent relationship_Wife -0.0256 0.0256
3104 relationship_Other-relative education-numGRP_2_[4,6] 0.0256 0.0256
2444 occupation_Other-service ageGRP_5_[50,60] -0.0256 0.0256
429 workclass_Local-gov occupation_Handlers-cleaners -0.0256 0.0256
2061 occupation_Exec-managerial occupation_Priv-house-serv -0.0256 0.0256
109 CapitalLossPositive workclass_Self-emp-inc 0.0256 0.0256
962 workclass_State-gov native-country_Mexico -0.0255 0.0255
1629 marital-status_Separated hours-per-weekGRP_3_[40,50] -0.0255 0.0255
3529 race_Other native-country_India 0.0255 0.0255
3597 race_White native-country_Mexico 0.0255 0.0255
428 workclass_Local-gov occupation_Farming-fishing -0.0254 0.0254
5399 ageGRP_6_[60,INF) education-numGRP_6_[13,16) 0.0253 0.0253
3629 race_White hours-per-weekGRP_5_[60,INF) 0.0253 0.0253
2144 occupation_Farming-fishing occupation_Protective-serv -0.0253 0.0253
734 workclass_Self-emp-inc relationship_Other-relative -0.0253 0.0253
2726 occupation_Sales native-country_Mexico -0.0252 0.0252
622 workclass_Private occupation_Armed-Forces -0.0252 0.0252
71 CapitalGainPositive native-country_Mexico -0.0252 0.0252
1469 marital-status_Never-married occupation_Sales 0.0252 0.0252
163 CapitalLossPositive native-country_Holand-Netherlands 0.025 0.025
1412 marital-status_Married-spouse-absent native-country_Honduras 0.025 0.025
3553 race_Other ageGRP_2_[20,30] 0.025 0.025
3032 relationship_Not-in-family ageGRP_5_[50,60] -0.025 0.025
2618 occupation_Protective-serv relationship_Wife -0.0249 0.0249
3314 relationship_Wife hours-per-weekGRP_5_[60,INF) -0.0249 0.0249
4227 native-country_El-Salvador education-numGRP_4_[8,10] -0.0248 0.0248
1562 marital-status_Separated relationship_Other-relative 0.0248 0.0248
3621 race_White education-numGRP_3_[6,8] -0.0248 0.0248
3244 relationship_Unmarried hours-per-weekGRP_1_[0,20] -0.0247 0.0247
4961 native-country_Mexico hours-per-weekGRP_3_[40,50] -0.0247 0.0247
2236 occupation_Handlers-cleaners race_Black 0.0247 0.0247
3237 relationship_Unmarried ageGRP_6_[60,INF) -0.0247 0.0247
5345 ageGRP_2_[20,30] education-numGRP_2_[4,6] -0.0247 0.0247
2605 occupation_Prof-specialty hours-per-weekGRP_1_[0,20] -0.0246 0.0246
2744 occupation_Sales ageGRP_3_[30,40] -0.0246 0.0246
891 workclass_Self-emp-not-inc education-numGRP_3_[6,8] -0.0246 0.0246
1182 marital-status_Married-AF-spouse marital-status_Married-civ-spouse -0.0245 0.0245
4326 native-country_France education-numGRP_6_[13,16) 0.0245 0.0245
1812 occupation_Adm-clerical occupation_Priv-house-serv -0.0245 0.0245
3411 race_Asian-Pac-Islander native-country_Mexico -0.0245 0.0245
2152 occupation_Farming-fishing relationship_Unmarried -0.0245 0.0245
3248 relationship_Unmarried hours-per-weekGRP_5_[60,INF) -0.0245 0.0245
2611 occupation_Protective-serv occupation_Tech-support -0.0244 0.0244
3967 native-country_China education-numGRP_4_[8,10] -0.0244 0.0244
1467 marital-status_Never-married occupation_Prof-specialty -0.0244 0.0244
5249 native-country_Thailand hours-per-weekGRP_5_[60,INF) 0.0244 0.0244
108 CapitalLossPositive workclass_Private -0.0243 0.0243
4225 native-country_El-Salvador education-numGRP_2_[4,6] 0.0243 0.0243
975 workclass_State-gov native-country_United-States 0.0243 0.0243
1536 marital-status_Never-married education-numGRP_4_[8,10] 0.0243 0.0243
700 workclass_Private education-numGRP_5_[10,13] -0.0242 0.0242
2527 occupation_Priv-house-serv education-numGRP_5_[10,13] -0.0242 0.0242
1620 marital-status_Separated ageGRP_6_[60,INF) -0.0242 0.0242
3478 race_Black native-country_Philippines -0.0241 0.0241
2421 occupation_Other-service native-country_Jamaica 0.0241 0.0241
448 workclass_Local-gov race_White -0.0241 0.0241
2210 occupation_Farming-fishing education-numGRP_2_[4,6] 0.0241 0.0241
2459 occupation_Priv-house-serv occupation_Sales -0.0241 0.0241
2554 occupation_Prof-specialty native-country_China 0.024 0.024
4454 native-country_Guatemala ageGRP_2_[20,30] 0.0239 0.0239
3090 relationship_Other-relative native-country_South 0.0239 0.0239
34 CapitalGainPositive relationship_Other-relative -0.0239 0.0239
697 workclass_Private education-numGRP_2_[4,6] 0.0238 0.0238
4959 native-country_Mexico hours-per-weekGRP_1_[0,20] -0.0238 0.0238
5291 native-country_Vietnam ageGRP_2_[20,30] 0.0238 0.0238
2538 occupation_Prof-specialty relationship_Husband 0.0238 0.0238
2456 occupation_Other-service hours-per-weekGRP_5_[60,INF) -0.0238 0.0238
2891 occupation_Transport-moving ageGRP_5_[50,60] 0.0237 0.0237
500 workclass_Local-gov education-numGRP_2_[4,6] -0.0237 0.0237
5125 native-country_Portugal education-numGRP_2_[4,6] 0.0237 0.0237
3078 relationship_Other-relative native-country_Jamaica 0.0237 0.0237
2668 occupation_Protective-serv ageGRP_1_[0,20] -0.0235 0.0235
377 workclass_Federal-gov native-country_Mexico -0.0234 0.0234
3476 race_Black native-country_Outlying-US(Guam-USVI-etc) 0.0234 0.0234
3440 race_Asian-Pac-Islander hours-per-weekGRP_2_[20,40] 0.0234 0.0234
1464 marital-status_Never-married occupation_Machine-op-inspct -0.0234 0.0234
2076 occupation_Exec-managerial race_Other -0.0234 0.0234
2442 occupation_Other-service ageGRP_3_[30,40] -0.0233 0.0233
5156 native-country_Puerto-Rico hours-per-weekGRP_2_[20,40] 0.0233 0.0233
1624 marital-status_Separated education-numGRP_4_[8,10] 0.0233 0.0233
2749 occupation_Sales education-numGRP_2_[4,6] -0.0232 0.0232
3796 native-country_? education-numGRP_1_[1,4] 0.0232 0.0232
5381 ageGRP_4_[40,50] hours-per-weekGRP_5_[60,INF) 0.0231 0.0231
3301 relationship_Wife ageGRP_4_[40,50] 0.023 0.023
3495 race_Black ageGRP_6_[60,INF) -0.023 0.023
5385 ageGRP_5_[50,60] education-numGRP_3_[6,8] -0.0229 0.0229
3101 relationship_Other-relative ageGRP_5_[50,60] -0.0229 0.0229
2830 occupation_Tech-support hours-per-weekGRP_4_[50,60] -0.0229 0.0229
2232 occupation_Handlers-cleaners relationship_Unmarried -0.0229 0.0229
1438 marital-status_Married-spouse-absent ageGRP_1_[0,20] -0.0229 0.0229
198 CapitalLossPositive education-numGRP_3_[6,8] -0.0229 0.0229
993 workclass_State-gov hours-per-weekGRP_4_[50,60] -0.0228 0.0228
1618 marital-status_Separated ageGRP_4_[40,50] 0.0228 0.0228
1451 marital-status_Married-spouse-absent hours-per-weekGRP_2_[20,40] 0.0228 0.0228
2379 occupation_Other-service occupation_Priv-house-serv -0.0227 0.0227
2901 occupation_Transport-moving hours-per-weekGRP_3_[40,50] 0.0227 0.0227
955 workclass_State-gov native-country_India 0.0227 0.0227
4751 native-country_Iran education-numGRP_6_[13,16) 0.0227 0.0227
3604 race_White native-country_Puerto-Rico -0.0227 0.0227
704 workclass_Private hours-per-weekGRP_3_[40,50] 0.0227 0.0227
889 workclass_Self-emp-not-inc education-numGRP_1_[1,4] 0.0227 0.0227
2617 occupation_Protective-serv relationship_Unmarried -0.0226 0.0226
5079 native-country_Philippines hours-per-weekGRP_3_[40,50] -0.0226 0.0226
540 workclass_Never-worked relationship_Own-child 0.0226 0.0226
4950 native-country_Mexico ageGRP_4_[40,50] -0.0225 0.0225
1870 occupation_Adm-clerical native-country_United-States 0.0225 0.0225
328 workclass_Federal-gov occupation_Farming-fishing -0.0225 0.0225
913 workclass_State-gov occupation_Farming-fishing -0.0225 0.0225
2484 occupation_Priv-house-serv native-country_England 0.0224 0.0224
781 workclass_Self-emp-inc native-country_Taiwan 0.0224 0.0224
1743 occupation_? race_White -0.0224 0.0224
3573 race_White native-country_Canada 0.0224 0.0224
2525 occupation_Priv-house-serv education-numGRP_3_[6,8] 0.0223 0.0223
3405 race_Asian-Pac-Islander native-country_Iran 0.0223 0.0223
510 workclass_Never-worked workclass_Private -0.0222 0.0222
121 CapitalLossPositive occupation_Adm-clerical -0.0222 0.0222
499 workclass_Local-gov education-numGRP_1_[1,4] -0.0222 0.0222
202 CapitalLossPositive hours-per-weekGRP_1_[0,20] -0.0222 0.0222
4124 native-country_Dominican-Republic education-numGRP_2_[4,6] 0.0222 0.0222
1441 marital-status_Married-spouse-absent ageGRP_4_[40,50] 0.0222 0.0222
2441 occupation_Other-service ageGRP_2_[20,30] 0.0221 0.0221
1606 marital-status_Separated native-country_Puerto-Rico 0.0221 0.0221
2623 occupation_Protective-serv race_White -0.0221 0.0221
247 workclass_? race_White -0.0221 0.0221
1992 occupation_Craft-repair race_Asian-Pac-Islander -0.022 0.022
174 CapitalLossPositive native-country_Mexico -0.022 0.022
4228 native-country_El-Salvador education-numGRP_5_[10,13] -0.022 0.022
1170 marital-status_Divorced ageGRP_6_[60,INF) -0.0219 0.0219
2909 relationship_Husband race_Amer-Indian-Eskimo -0.0219 0.0219
2104 occupation_Exec-managerial native-country_Japan 0.0219 0.0219
2519 occupation_Priv-house-serv ageGRP_3_[30,40] -0.0218 0.0218
2254 occupation_Handlers-cleaners native-country_Guatemala 0.0218 0.0218
661 workclass_Private native-country_Guatemala 0.0217 0.0217
126 CapitalLossPositive occupation_Handlers-cleaners -0.0217 0.0217
731 workclass_Self-emp-inc occupation_Transport-moving -0.0217 0.0217
4463 native-country_Guatemala education-numGRP_5_[10,13] -0.0217 0.0217
2299 occupation_Handlers-cleaners hours-per-weekGRP_5_[60,INF) -0.0217 0.0217
2335 occupation_Machine-op-inspct native-country_Holand-Netherlands 0.0216 0.0216
2965 relationship_Husband education-numGRP_2_[4,6] -0.0216 0.0216
197 CapitalLossPositive education-numGRP_2_[4,6] -0.0216 0.0216
5304 native-country_Vietnam hours-per-weekGRP_3_[40,50] -0.0215 0.0215
2493 occupation_Priv-house-serv native-country_Hungary 0.0214 0.0214
93 CapitalGainPositive education-numGRP_1_[1,4] -0.0214 0.0214
2691 occupation_Sales relationship_Unmarried -0.0213 0.0213
3713 sex_Male native-country_Jamaica -0.0212 0.0212
15 CapitalGainPositive marital-status_Separated -0.0212 0.0212
3654 sex_Female native-country_Jamaica 0.0212 0.0212
3109 relationship_Other-relative hours-per-weekGRP_1_[0,20] 0.0212 0.0212
2470 occupation_Priv-house-serv race_Black 0.0212 0.0212
1638 marital-status_Widowed occupation_Handlers-cleaners -0.0212 0.0212
143 CapitalLossPositive race_Black -0.0211 0.0211
1804 occupation_? hours-per-weekGRP_5_[60,INF) -0.0211 0.0211
5365 ageGRP_3_[30,40] hours-per-weekGRP_2_[20,40] -0.0211 0.0211
404 workclass_Federal-gov education-numGRP_6_[13,16) 0.021 0.021
1792 occupation_? ageGRP_5_[50,60] -0.021 0.021
477 workclass_Local-gov native-country_Mexico -0.021 0.021
308 workclass_? hours-per-weekGRP_5_[60,INF) -0.021 0.021
4817 native-country_Italy ageGRP_5_[50,60] 0.021 0.021
3565 race_Other hours-per-weekGRP_2_[20,40] 0.0209 0.0209
2428 occupation_Other-service native-country_Philippines 0.0209 0.0209
933 workclass_State-gov race_White -0.0208 0.0208
728 workclass_Self-emp-inc occupation_Protective-serv -0.0208 0.0208
1173 marital-status_Divorced education-numGRP_3_[6,8] -0.0208 0.0208
2692 occupation_Sales relationship_Wife -0.0208 0.0208
4466 native-country_Guatemala hours-per-weekGRP_2_[20,40] 0.0208 0.0208
2562 occupation_Prof-specialty native-country_Germany 0.0208 0.0208
3012 relationship_Not-in-family native-country_Mexico -0.0208 0.0208
2370 occupation_Machine-op-inspct education-numGRP_3_[6,8] 0.0207 0.0207
2524 occupation_Priv-house-serv education-numGRP_2_[4,6] 0.0207 0.0207
296 workclass_? ageGRP_5_[50,60] -0.0207 0.0207
286 workclass_? native-country_Taiwan 0.0206 0.0206
1123 marital-status_Divorced native-country_? -0.0206 0.0206
444 workclass_Local-gov race_Amer-Indian-Eskimo 0.0206 0.0206
1366 marital-status_Married-spouse-absent marital-status_Separated -0.0206 0.0206
1782 occupation_? native-country_Taiwan 0.0205 0.0205
5303 native-country_Vietnam hours-per-weekGRP_2_[20,40] 0.0205 0.0205
1433 marital-status_Married-spouse-absent native-country_Thailand 0.0205 0.0205
3295 relationship_Wife native-country_United-States -0.0205 0.0205
2912 relationship_Husband race_Other -0.0205 0.0205
3434 race_Asian-Pac-Islander education-numGRP_2_[4,6] -0.0205 0.0205
2980 relationship_Not-in-family race_Asian-Pac-Islander -0.0204 0.0204
7 CapitalGainPositive workclass_Self-emp-not-inc 0.0204 0.0204
2799 occupation_Tech-support native-country_Mexico -0.0203 0.0203
2071 occupation_Exec-managerial relationship_Unmarried -0.0203 0.0203
1612 marital-status_Separated native-country_United-States -0.0203 0.0203
5392 ageGRP_5_[50,60] hours-per-weekGRP_4_[50,60] 0.0203 0.0203
2043 occupation_Craft-repair ageGRP_4_[40,50] 0.0203 0.0203
3025 relationship_Not-in-family native-country_United-States 0.0203 0.0203
1391 marital-status_Married-spouse-absent race_Black 0.0203 0.0203
2307 occupation_Machine-op-inspct relationship_Husband 0.0203 0.0203
4951 native-country_Mexico ageGRP_5_[50,60] -0.0203 0.0203
1367 marital-status_Married-spouse-absent marital-status_Widowed -0.0202 0.0202
2826 occupation_Tech-support education-numGRP_6_[13,16) -0.0202 0.0202
3303 relationship_Wife ageGRP_6_[60,INF) -0.0202 0.0202
2030 occupation_Craft-repair native-country_Portugal 0.0202 0.0202
1328 marital-status_Married-civ-spouse native-country_Italy 0.0201 0.0201
2675 occupation_Protective-serv education-numGRP_2_[4,6] -0.0201 0.0201
1319 marital-status_Married-civ-spouse native-country_Guatemala -0.0201 0.0201
1325 marital-status_Married-civ-spouse native-country_India 0.02 0.02
5413 education-numGRP_1_[1,4] hours-per-weekGRP_4_[50,60] -0.02 0.02
2761 occupation_Tech-support relationship_Not-in-family 0.02 0.02
5284 native-country_United-States hours-per-weekGRP_1_[0,20] 0.02 0.02
5354 ageGRP_2_[20,30] hours-per-weekGRP_5_[60,INF) -0.02 0.02
145 CapitalLossPositive race_White 0.02 0.02
1309 marital-status_Married-civ-spouse native-country_China 0.0199 0.0199
990 workclass_State-gov hours-per-weekGRP_1_[0,20] 0.0199 0.0199
935 workclass_State-gov sex_Male -0.0199 0.0199
934 workclass_State-gov sex_Female 0.0199 0.0199
3450 race_Black native-country_Canada -0.0199 0.0199
194 CapitalLossPositive ageGRP_5_[50,60] 0.0199 0.0199
2092 occupation_Exec-managerial native-country_Greece 0.0199 0.0199
1655 marital-status_Widowed race_Black 0.0198 0.0198
4127 native-country_Dominican-Republic education-numGRP_5_[10,13] -0.0198 0.0198
2803 occupation_Tech-support native-country_Philippines 0.0198 0.0198
5277 native-country_United-States ageGRP_6_[60,INF) 0.0198 0.0198
445 workclass_Local-gov race_Asian-Pac-Islander -0.0198 0.0198
3118 relationship_Own-child race_Black 0.0198 0.0198
2935 relationship_Husband native-country_India 0.0198 0.0198
2056 occupation_Craft-repair hours-per-weekGRP_5_[60,INF) -0.0198 0.0198
2735 occupation_Sales native-country_South 0.0197 0.0197
822 workclass_Self-emp-not-inc occupation_Priv-house-serv -0.0197 0.0197
939 workclass_State-gov native-country_China 0.0197 0.0197
2285 occupation_Handlers-cleaners ageGRP_3_[30,40] -0.0197 0.0197
4991 native-country_Nicaragua hours-per-weekGRP_2_[20,40] 0.0197 0.0197
3373 race_Amer-Indian-Eskimo education-numGRP_5_[10,13] -0.0196 0.0196
1646 marital-status_Widowed occupation_Transport-moving -0.0196 0.0196
1871 occupation_Adm-clerical native-country_Vietnam 0.0196 0.0196
3593 race_White native-country_Italy 0.0196 0.0196
316 workclass_Federal-gov marital-status_Divorced 0.0196 0.0196
3306 relationship_Wife education-numGRP_3_[6,8] -0.0195 0.0195
2680 occupation_Protective-serv hours-per-weekGRP_1_[0,20] -0.0195 0.0195
4462 native-country_Guatemala education-numGRP_4_[8,10] -0.0195 0.0195
2353 occupation_Machine-op-inspct native-country_Puerto-Rico 0.0195 0.0195
1616 marital-status_Separated ageGRP_2_[20,30] -0.0194 0.0194
2922 relationship_Husband native-country_Dominican-Republic -0.0194 0.0194
2551 occupation_Prof-specialty native-country_? 0.0194 0.0194
1084 workclass_Without-pay hours-per-weekGRP_1_[0,20] 0.0194 0.0194
2676 occupation_Protective-serv education-numGRP_3_[6,8] -0.0193 0.0193
3427 race_Asian-Pac-Islander ageGRP_1_[0,20] -0.0193 0.0193
1452 marital-status_Married-spouse-absent hours-per-weekGRP_3_[40,50] -0.0192 0.0192
1713 marital-status_Widowed education-numGRP_6_[13,16) -0.0192 0.0192
2280 occupation_Handlers-cleaners native-country_United-States -0.0192 0.0192
2072 occupation_Exec-managerial relationship_Wife 0.0192 0.0192
3774 native-country_? native-country_Mexico -0.0192 0.0192
2324 occupation_Machine-op-inspct native-country_Columbia 0.0192 0.0192
3281 relationship_Wife native-country_Laos 0.0191 0.0191
867 workclass_Self-emp-not-inc native-country_Mexico -0.0191 0.0191
2054 occupation_Craft-repair hours-per-weekGRP_3_[40,50] 0.0191 0.0191
1554 marital-status_Separated occupation_Priv-house-serv 0.0191 0.0191
1878 occupation_Adm-clerical ageGRP_6_[60,INF) -0.019 0.019
1649 marital-status_Widowed relationship_Other-relative 0.0189 0.0189
2046 occupation_Craft-repair education-numGRP_1_[1,4] 0.0189 0.0189
3557 race_Other ageGRP_6_[60,INF) -0.0189 0.0189
921 workclass_State-gov occupation_Tech-support 0.0189 0.0189
1142 marital-status_Divorced native-country_India -0.0188 0.0188
1525 marital-status_Never-married native-country_Vietnam 0.0188 0.0188
2528 occupation_Priv-house-serv education-numGRP_6_[13,16) -0.0188 0.0188
3106 relationship_Other-relative education-numGRP_4_[8,10] 0.0187 0.0187
4069 native-country_Cuba ageGRP_5_[50,60] 0.0187 0.0187
5127 native-country_Portugal education-numGRP_4_[8,10] -0.0187 0.0187
103 CapitalGainPositive hours-per-weekGRP_5_[60,INF) 0.0187 0.0187
1904 occupation_Armed-Forces relationship_Other-relative 0.0187 0.0187
3613 race_White ageGRP_1_[0,20] 0.0187 0.0187
2204 occupation_Farming-fishing ageGRP_2_[20,30] -0.0186 0.0186
1184 marital-status_Married-AF-spouse marital-status_Never-married -0.0186 0.0186
2839 occupation_Transport-moving race_Asian-Pac-Islander -0.0186 0.0186
337 workclass_Federal-gov occupation_Transport-moving -0.0186 0.0186
5157 native-country_Puerto-Rico hours-per-weekGRP_3_[40,50] -0.0186 0.0186
1488 marital-status_Never-married native-country_China -0.0186 0.0186
3518 race_Other native-country_El-Salvador 0.0185 0.0185
2683 occupation_Protective-serv hours-per-weekGRP_4_[50,60] 0.0185 0.0185
4376 native-country_Germany hours-per-weekGRP_3_[40,50] 0.0185 0.0185
2398 occupation_Other-service native-country_? 0.0184 0.0184
2682 occupation_Protective-serv hours-per-weekGRP_3_[40,50] -0.0184 0.0184
641 workclass_Private race_Amer-Indian-Eskimo -0.0184 0.0184
1642 marital-status_Widowed occupation_Prof-specialty -0.0184 0.0184
931 workclass_State-gov race_Black 0.0184 0.0184
344 workclass_Federal-gov race_Amer-Indian-Eskimo 0.0184 0.0184
2363 occupation_Machine-op-inspct ageGRP_2_[20,30] 0.0183 0.0183
2088 occupation_Exec-managerial native-country_El-Salvador -0.0183 0.0183
5213 native-country_Taiwan ageGRP_2_[20,30] 0.0183 0.0183
3908 native-country_Canada ageGRP_6_[60,INF) 0.0183 0.0183
806 workclass_Self-emp-not-inc marital-status_Divorced -0.0182 0.0182
2376 occupation_Machine-op-inspct hours-per-weekGRP_3_[40,50] -0.0182 0.0182
1630 marital-status_Separated hours-per-weekGRP_4_[50,60] -0.0182 0.0182
3617 race_White ageGRP_5_[50,60] 0.0182 0.0182
853 workclass_Self-emp-not-inc native-country_Greece 0.0182 0.0182
110 CapitalLossPositive workclass_Self-emp-not-inc 0.0182 0.0182
3374 race_Amer-Indian-Eskimo education-numGRP_6_[13,16) -0.0182 0.0182
1107 marital-status_Divorced occupation_Sales -0.0182 0.0182
4822 native-country_Italy education-numGRP_4_[8,10] -0.0181 0.0181
3206 relationship_Unmarried native-country_Honduras 0.0181 0.0181
3290 relationship_Wife native-country_Scotland 0.0181 0.0181
1549 marital-status_Separated occupation_Exec-managerial -0.0181 0.0181
3056 relationship_Other-relative native-country_Cambodia 0.0181 0.0181
3800 native-country_? education-numGRP_5_[10,13] 0.0181 0.0181
5206 native-country_South hours-per-weekGRP_5_[60,INF) 0.018 0.018
2235 occupation_Handlers-cleaners race_Asian-Pac-Islander -0.018 0.018
1285 marital-status_Married-civ-spouse occupation_Machine-op-inspct 0.018 0.018
750 workclass_Self-emp-inc native-country_Cuba 0.018 0.018
3360 race_Amer-Indian-Eskimo native-country_United-States 0.018 0.018
4372 native-country_Germany education-numGRP_5_[10,13] 0.018 0.018
427 workclass_Local-gov occupation_Exec-managerial -0.0179 0.0179
113 CapitalLossPositive marital-status_Divorced -0.0179 0.0179
24 CapitalGainPositive occupation_Machine-op-inspct -0.0179 0.0179
4861 native-country_Jamaica hours-per-weekGRP_2_[20,40] 0.0179 0.0179
3120 relationship_Own-child race_White -0.0179 0.0179
2401 occupation_Other-service native-country_China 0.0179 0.0179
5154 native-country_Puerto-Rico education-numGRP_6_[13,16) -0.0179 0.0179
3007 relationship_Not-in-family native-country_Ireland 0.0179 0.0179
136 CapitalLossPositive relationship_Not-in-family -0.0179 0.0179
1118 marital-status_Divorced race_Black 0.0178 0.0178
3315 race_Amer-Indian-Eskimo race_Asian-Pac-Islander -0.0178 0.0178
4749 native-country_Iran education-numGRP_4_[8,10] -0.0178 0.0178
206 CapitalLossPositive hours-per-weekGRP_5_[60,INF) 0.0178 0.0178
1373 marital-status_Married-spouse-absent occupation_Farming-fishing 0.0178 0.0178
861 workclass_Self-emp-not-inc native-country_Iran 0.0178 0.0178
3372 race_Amer-Indian-Eskimo education-numGRP_4_[8,10] 0.0178 0.0178
830 workclass_Self-emp-not-inc relationship_Other-relative -0.0178 0.0178
432 workclass_Local-gov occupation_Priv-house-serv -0.0178 0.0178
2512 occupation_Priv-house-serv native-country_Thailand 0.0178 0.0178
644 workclass_Private race_Other 0.0177 0.0177
3123 relationship_Own-child native-country_? -0.0177 0.0177
811 workclass_Self-emp-not-inc marital-status_Separated -0.0177 0.0177
2665 occupation_Protective-serv native-country_United-States 0.0177 0.0177
3229 relationship_Unmarried native-country_United-States -0.0177 0.0177
863 workclass_Self-emp-not-inc native-country_Italy 0.0177 0.0177
793 workclass_Self-emp-inc education-numGRP_1_[1,4] -0.0177 0.0177
3021 relationship_Not-in-family native-country_South -0.0176 0.0176
120 CapitalLossPositive occupation_? -0.0176 0.0176
3273 relationship_Wife native-country_Hong 0.0176 0.0176
4130 native-country_Dominican-Republic hours-per-weekGRP_2_[20,40] 0.0176 0.0176
1466 marital-status_Never-married occupation_Priv-house-serv 0.0176 0.0176
3428 race_Asian-Pac-Islander ageGRP_2_[20,30] 0.0176 0.0176
720 workclass_Self-emp-inc occupation_Craft-repair -0.0175 0.0175
2745 occupation_Sales ageGRP_4_[40,50] -0.0175 0.0175
1372 marital-status_Married-spouse-absent occupation_Exec-managerial -0.0175 0.0175
1493 marital-status_Never-married native-country_El-Salvador 0.0175 0.0175
104 CapitalLossPositive workclass_? -0.0175 0.0175
1060 workclass_Without-pay native-country_Philippines 0.0174 0.0174
4231 native-country_El-Salvador hours-per-weekGRP_2_[20,40] 0.0174 0.0174
1404 marital-status_Married-spouse-absent native-country_El-Salvador 0.0174 0.0174
106 CapitalLossPositive workclass_Local-gov 0.0174 0.0174
3072 relationship_Other-relative native-country_Hong 0.0174 0.0174
3792 native-country_? ageGRP_3_[30,40] 0.0174 0.0174
1908 occupation_Armed-Forces race_Amer-Indian-Eskimo 0.0174 0.0174
4460 native-country_Guatemala education-numGRP_2_[4,6] 0.0174 0.0174
2301 occupation_Machine-op-inspct occupation_Priv-house-serv -0.0174 0.0174
1153 marital-status_Divorced native-country_Philippines -0.0173 0.0173
3113 relationship_Other-relative hours-per-weekGRP_5_[60,INF) -0.0173 0.0173
1602 marital-status_Separated native-country_Peru 0.0173 0.0173
1741 occupation_? race_Black 0.0172 0.0172
2161 occupation_Farming-fishing native-country_? -0.0172 0.0172
683 workclass_Private native-country_South -0.0172 0.0172
4750 native-country_Iran education-numGRP_5_[10,13] 0.0172 0.0172
1447 marital-status_Married-spouse-absent education-numGRP_4_[8,10] -0.0172 0.0172
3435 race_Asian-Pac-Islander education-numGRP_3_[6,8] -0.0172 0.0172
3041 relationship_Not-in-family hours-per-weekGRP_2_[20,40] 0.0172 0.0172
599 workclass_Never-worked education-numGRP_2_[4,6] 0.0172 0.0172
823 workclass_Self-emp-not-inc occupation_Prof-specialty 0.0172 0.0172
1175 marital-status_Divorced education-numGRP_5_[10,13] -0.0172 0.0172
2310 occupation_Machine-op-inspct relationship_Own-child -0.0171 0.0171
2472 occupation_Priv-house-serv race_White -0.0171 0.0171
1577 marital-status_Separated native-country_Columbia 0.0171 0.0171
1299 marital-status_Married-civ-spouse race_Amer-Indian-Eskimo -0.0171 0.0171
782 workclass_Self-emp-inc native-country_Thailand 0.0171 0.0171
1885 occupation_Adm-clerical hours-per-weekGRP_1_[0,20] 0.0171 0.0171
5431 education-numGRP_3_[6,8] hours-per-weekGRP_5_[60,INF) -0.017 0.017
771 workclass_Self-emp-inc native-country_Mexico -0.017 0.017
4125 native-country_Dominican-Republic education-numGRP_3_[6,8] 0.017 0.017
4814 native-country_Italy ageGRP_2_[20,30] -0.0169 0.0169
926 workclass_State-gov relationship_Own-child -0.0169 0.0169
988 workclass_State-gov education-numGRP_5_[10,13] 0.0169 0.0169
794 workclass_Self-emp-inc education-numGRP_2_[4,6] -0.0169 0.0169
2929 relationship_Husband native-country_Guatemala -0.0169 0.0169
137 CapitalLossPositive relationship_Other-relative -0.0168 0.0168
671 workclass_Private native-country_Jamaica 0.0168 0.0168
5386 ageGRP_5_[50,60] education-numGRP_4_[8,10] -0.0168 0.0168
3456 race_Black native-country_El-Salvador -0.0168 0.0168
2560 occupation_Prof-specialty native-country_England 0.0168 0.0168
3016 relationship_Not-in-family native-country_Philippines -0.0168 0.0168
4921 native-country_Laos education-numGRP_1_[1,4] 0.0168 0.0168
2093 occupation_Exec-managerial native-country_Guatemala -0.0168 0.0168
4742 native-country_Iran ageGRP_3_[30,40] 0.0168 0.0168
1636 marital-status_Widowed occupation_Exec-managerial -0.0168 0.0168
3637 sex_Female native-country_Dominican-Republic 0.0167 0.0167
3696 sex_Male native-country_Dominican-Republic -0.0167 0.0167
245 workclass_? race_Black 0.0167 0.0167
3599 race_White native-country_Outlying-US(Guam-USVI-etc) -0.0166 0.0166
1258 marital-status_Married-AF-spouse ageGRP_2_[20,30] 0.0166 0.0166
3381 race_Asian-Pac-Islander race_Other -0.0166 0.0166
1727 occupation_? occupation_Priv-house-serv -0.0166 0.0166
722 workclass_Self-emp-inc occupation_Farming-fishing 0.0166 0.0166
2571 occupation_Prof-specialty native-country_Iran 0.0166 0.0166
231 workclass_? occupation_Priv-house-serv -0.0166 0.0166
3560 race_Other education-numGRP_3_[6,8] 0.0166 0.0166
656 workclass_Private native-country_El-Salvador 0.0166 0.0166
1555 marital-status_Separated occupation_Prof-specialty -0.0165 0.0165
1507 marital-status_Never-married native-country_Italy -0.0165 0.0165
639 workclass_Private relationship_Unmarried 0.0165 0.0165
5438 education-numGRP_4_[8,10] hours-per-weekGRP_5_[60,INF) -0.0165 0.0165
2932 relationship_Husband native-country_Honduras -0.0165 0.0165
922 workclass_State-gov occupation_Transport-moving -0.0165 0.0165
3035 relationship_Not-in-family education-numGRP_2_[4,6] -0.0164 0.0164
2938 relationship_Husband native-country_Italy 0.0164 0.0164
1877 occupation_Adm-clerical ageGRP_5_[50,60] -0.0164 0.0164
1131 marital-status_Divorced native-country_El-Salvador -0.0164 0.0164
1329 marital-status_Married-civ-spouse native-country_Jamaica -0.0164 0.0164
2751 occupation_Sales education-numGRP_4_[8,10] 0.0163 0.0163
3042 relationship_Not-in-family hours-per-weekGRP_3_[40,50] 0.0163 0.0163
4126 native-country_Dominican-Republic education-numGRP_4_[8,10] -0.0163 0.0163
1508 marital-status_Never-married native-country_Jamaica 0.0163 0.0163
436 workclass_Local-gov occupation_Tech-support -0.0163 0.0163
4537 native-country_Holand-Netherlands native-country_United-States -0.0163 0.0163
2542 occupation_Prof-specialty relationship_Unmarried -0.0162 0.0162
140 CapitalLossPositive relationship_Wife 0.0162 0.0162
654 workclass_Private native-country_Dominican-Republic 0.0162 0.0162
3483 race_Black native-country_South -0.0162 0.0162
1116 marital-status_Divorced race_Amer-Indian-Eskimo 0.0162 0.0162
422 workclass_Local-gov marital-status_Widowed 0.0162 0.0162
1861 occupation_Adm-clerical native-country_Philippines 0.0161 0.0161
684 workclass_Private native-country_Taiwan -0.0161 0.0161
1599 marital-status_Separated native-country_Mexico 0.0161 0.0161
5023 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_4_[50,60] 0.0161 0.0161
1022 workclass_Without-pay relationship_Wife 0.0161 0.0161
1627 marital-status_Separated hours-per-weekGRP_1_[0,20] -0.0161 0.0161
2772 occupation_Tech-support sex_Male -0.0161 0.0161
2771 occupation_Tech-support sex_Female 0.0161 0.0161
3790 native-country_? ageGRP_1_[0,20] -0.0161 0.0161
1875 occupation_Adm-clerical ageGRP_3_[30,40] -0.016 0.016
4118 native-country_Dominican-Republic ageGRP_2_[20,30] 0.016 0.016
1490 marital-status_Never-married native-country_Cuba -0.016 0.016
3579 race_White native-country_El-Salvador 0.016 0.016
2155 occupation_Farming-fishing race_Asian-Pac-Islander -0.016 0.016
1958 occupation_Armed-Forces ageGRP_2_[20,30] 0.016 0.016
2875 occupation_Transport-moving native-country_Philippines -0.0159 0.0159
424 workclass_Local-gov occupation_Adm-clerical 0.0159 0.0159
1176 marital-status_Divorced education-numGRP_6_[13,16) -0.0159 0.0159
317 workclass_Federal-gov marital-status_Married-AF-spouse 0.0159 0.0159
3194 relationship_Unmarried native-country_Columbia 0.0159 0.0159
1318 marital-status_Married-civ-spouse native-country_Greece 0.0158 0.0158
3664 sex_Female native-country_Puerto-Rico 0.0158 0.0158
3723 sex_Male native-country_Puerto-Rico -0.0158 0.0158
2238 occupation_Handlers-cleaners race_White -0.0158 0.0158
972 workclass_State-gov native-country_Taiwan 0.0158 0.0158
5378 ageGRP_4_[40,50] hours-per-weekGRP_2_[20,40] -0.0157 0.0157
329 workclass_Federal-gov occupation_Handlers-cleaners -0.0157 0.0157
3602 race_White native-country_Poland 0.0157 0.0157
252 workclass_? native-country_Canada 0.0157 0.0157
925 workclass_State-gov relationship_Other-relative -0.0157 0.0157
1213 marital-status_Married-AF-spouse sex_Female 0.0157 0.0157
1214 marital-status_Married-AF-spouse sex_Male -0.0157 0.0157
118 CapitalLossPositive marital-status_Separated -0.0157 0.0157
4962 native-country_Mexico hours-per-weekGRP_4_[50,60] -0.0157 0.0157
2044 occupation_Craft-repair ageGRP_5_[50,60] 0.0157 0.0157
3451 race_Black native-country_China -0.0157 0.0157
4503 native-country_Haiti education-numGRP_1_[1,4] 0.0157 0.0157
2273 occupation_Handlers-cleaners native-country_Portugal 0.0156 0.0156
1748 occupation_? native-country_Canada 0.0156 0.0156
2684 occupation_Protective-serv hours-per-weekGRP_5_[60,INF) 0.0156 0.0156
1711 marital-status_Widowed education-numGRP_4_[8,10] 0.0156 0.0156
1546 marital-status_Separated occupation_Adm-clerical 0.0156 0.0156
1203 marital-status_Married-AF-spouse relationship_Not-in-family -0.0156 0.0156
2888 occupation_Transport-moving ageGRP_2_[20,30] -0.0155 0.0155
2531 occupation_Priv-house-serv hours-per-weekGRP_3_[40,50] -0.0155 0.0155
4066 native-country_Cuba ageGRP_2_[20,30] -0.0155 0.0155
2089 occupation_Exec-managerial native-country_England 0.0155 0.0155
3055 relationship_Other-relative native-country_? 0.0155 0.0155
1709 marital-status_Widowed education-numGRP_2_[4,6] 0.0155 0.0155
3250 relationship_Wife race_Asian-Pac-Islander 0.0155 0.0155
4219 native-country_El-Salvador ageGRP_2_[20,30] 0.0155 0.0155
924 workclass_State-gov relationship_Not-in-family 0.0155 0.0155
390 workclass_Federal-gov native-country_United-States 0.0154 0.0154
669 workclass_Private native-country_Ireland 0.0154 0.0154
3470 race_Black native-country_Italy -0.0154 0.0154
3622 race_White education-numGRP_4_[8,10] -0.0154 0.0154
3552 race_Other ageGRP_1_[0,20] 0.0154 0.0154
2461 occupation_Priv-house-serv occupation_Transport-moving -0.0154 0.0154
127 CapitalLossPositive occupation_Machine-op-inspct -0.0154 0.0154
871 workclass_Self-emp-not-inc native-country_Philippines -0.0154 0.0154
1552 marital-status_Separated occupation_Machine-op-inspct 0.0154 0.0154
2924 relationship_Husband native-country_El-Salvador -0.0153 0.0153
837 workclass_Self-emp-not-inc race_Other -0.0153 0.0153
1109 marital-status_Divorced occupation_Transport-moving -0.0153 0.0153
3530 race_Other native-country_Iran 0.0153 0.0153
4065 native-country_Cuba ageGRP_1_[0,20] -0.0153 0.0153
3043 relationship_Not-in-family hours-per-weekGRP_4_[50,60] -0.0153 0.0153
3566 race_Other hours-per-weekGRP_3_[40,50] -0.0152 0.0152
1103 marital-status_Divorced occupation_Other-service 0.0152 0.0152
4329 native-country_France hours-per-weekGRP_3_[40,50] 0.0152 0.0152
4849 native-country_Jamaica ageGRP_2_[20,30] 0.0152 0.0152
4675 native-country_Hungary hours-per-weekGRP_1_[0,20] 0.0152 0.0152
2598 occupation_Prof-specialty ageGRP_6_[60,INF) -0.0152 0.0152
418 workclass_Local-gov marital-status_Married-civ-spouse 0.0152 0.0152
3491 race_Black ageGRP_2_[20,30] 0.0151 0.0151
618 workclass_Private marital-status_Separated 0.0151 0.0151
1376 marital-status_Married-spouse-absent occupation_Other-service 0.0151 0.0151
2767 occupation_Tech-support race_Asian-Pac-Islander 0.0151 0.0151
1386 marital-status_Married-spouse-absent relationship_Own-child -0.0151 0.0151
3061 relationship_Other-relative native-country_Dominican-Republic 0.0151 0.0151
84 CapitalGainPositive native-country_United-States 0.0151 0.0151
2834 occupation_Transport-moving relationship_Other-relative -0.0151 0.0151
2041 occupation_Craft-repair ageGRP_2_[20,30] -0.0151 0.0151
901 workclass_State-gov marital-status_Divorced 0.015 0.015
2949 relationship_Husband native-country_Puerto-Rico -0.015 0.015
2930 relationship_Husband native-country_Haiti -0.015 0.015
738 workclass_Self-emp-inc race_Amer-Indian-Eskimo -0.015 0.015
2321 occupation_Machine-op-inspct native-country_Cambodia 0.015 0.015
4375 native-country_Germany hours-per-weekGRP_2_[20,40] -0.015 0.015
4634 native-country_Hong education-numGRP_6_[13,16) 0.015 0.015
3299 relationship_Wife ageGRP_2_[20,30] -0.0149 0.0149
2342 occupation_Machine-op-inspct native-country_Italy 0.0149 0.0149
1312 marital-status_Married-civ-spouse native-country_Dominican-Republic -0.0149 0.0149
4893 native-country_Japan education-numGRP_6_[13,16) 0.0149 0.0149
2564 occupation_Prof-specialty native-country_Guatemala -0.0149 0.0149
2939 relationship_Husband native-country_Jamaica -0.0148 0.0148
2995 relationship_Not-in-family native-country_England 0.0148 0.0148
930 workclass_State-gov race_Asian-Pac-Islander 0.0148 0.0148
3642 sex_Female native-country_Germany 0.0148 0.0148
3701 sex_Male native-country_Germany -0.0148 0.0148
338 workclass_Federal-gov relationship_Husband 0.0148 0.0148
3488 race_Black native-country_Vietnam -0.0148 0.0148
1498 marital-status_Never-married native-country_Guatemala 0.0148 0.0148
4632 native-country_Hong education-numGRP_4_[8,10] -0.0148 0.0148
3631 sex_Female native-country_? -0.0147 0.0147
3690 sex_Male native-country_? 0.0147 0.0147
1854 occupation_Adm-clerical native-country_Jamaica 0.0147 0.0147
440 workclass_Local-gov relationship_Other-relative -0.0147 0.0147
17 CapitalGainPositive occupation_? -0.0147 0.0147
715 workclass_Self-emp-inc marital-status_Separated -0.0146 0.0146
2333 occupation_Machine-op-inspct native-country_Guatemala 0.0146 0.0146
3578 race_White native-country_Ecuador -0.0146 0.0146
678 workclass_Private native-country_Philippines 0.0146 0.0146
2532 occupation_Priv-house-serv hours-per-weekGRP_4_[50,60] -0.0146 0.0146
4129 native-country_Dominican-Republic hours-per-weekGRP_1_[0,20] -0.0146 0.0146
3431 race_Asian-Pac-Islander ageGRP_5_[50,60] -0.0146 0.0146
2308 occupation_Machine-op-inspct relationship_Not-in-family -0.0146 0.0146
780 workclass_Self-emp-inc native-country_South 0.0145 0.0145
3377 race_Amer-Indian-Eskimo hours-per-weekGRP_3_[40,50] -0.0145 0.0145
3239 relationship_Unmarried education-numGRP_2_[4,6] 0.0145 0.0145
3914 native-country_Canada education-numGRP_6_[13,16) 0.0145 0.0145
4169 native-country_Ecuador ageGRP_2_[20,30] 0.0145 0.0145
3461 race_Black native-country_Guatemala -0.0145 0.0145
1 CapitalGainPositive workclass_? -0.0144 0.0144
2364 occupation_Machine-op-inspct ageGRP_3_[30,40] 0.0144 0.0144
342 workclass_Federal-gov relationship_Unmarried 0.0144 0.0144
4423 native-country_Greece hours-per-weekGRP_4_[50,60] 0.0144 0.0144
381 workclass_Federal-gov native-country_Philippines 0.0144 0.0144
2890 occupation_Transport-moving ageGRP_4_[40,50] 0.0144 0.0144
5203 native-country_South hours-per-weekGRP_2_[20,40] -0.0144 0.0144
3307 relationship_Wife education-numGRP_4_[8,10] -0.0143 0.0143
1678 marital-status_Widowed native-country_Hungary 0.0143 0.0143
3467 race_Black native-country_India -0.0143 0.0143
3576 race_White native-country_Cuba 0.0143 0.0143
384 workclass_Federal-gov native-country_Puerto-Rico 0.0143 0.0143
2838 occupation_Transport-moving race_Amer-Indian-Eskimo 0.0143 0.0143
3309 relationship_Wife education-numGRP_6_[13,16) 0.0142 0.0142
3562 race_Other education-numGRP_5_[10,13] -0.0142 0.0142
339 workclass_Federal-gov relationship_Not-in-family 0.0142 0.0142
2222 occupation_Handlers-cleaners occupation_Priv-house-serv -0.0142 0.0142
2229 occupation_Handlers-cleaners relationship_Not-in-family -0.0142 0.0142
2609 occupation_Prof-specialty hours-per-weekGRP_5_[60,INF) 0.0142 0.0142
4324 native-country_France education-numGRP_4_[8,10] -0.0142 0.0142
789 workclass_Self-emp-inc ageGRP_3_[30,40] -0.0142 0.0142
2352 occupation_Machine-op-inspct native-country_Portugal 0.0141 0.0141
2674 occupation_Protective-serv education-numGRP_1_[1,4] -0.0141 0.0141
1462 marital-status_Never-married occupation_Farming-fishing -0.0141 0.0141
2394 occupation_Other-service race_Other 0.0141 0.0141
2526 occupation_Priv-house-serv education-numGRP_4_[8,10] -0.0141 0.0141
1389 marital-status_Married-spouse-absent race_Amer-Indian-Eskimo 0.014 0.014
2234 occupation_Handlers-cleaners race_Amer-Indian-Eskimo 0.014 0.014
2110 occupation_Exec-managerial native-country_Philippines -0.014 0.014
1589 marital-status_Separated native-country_Honduras 0.014 0.014
3727 sex_Male native-country_Thailand -0.014 0.014
3668 sex_Female native-country_Thailand 0.014 0.014
3479 race_Black native-country_Poland -0.014 0.014
4862 native-country_Jamaica hours-per-weekGRP_3_[40,50] -0.014 0.014
713 workclass_Self-emp-inc marital-status_Married-spouse-absent -0.014 0.014
1504 marital-status_Never-married native-country_India -0.014 0.014
3376 race_Amer-Indian-Eskimo hours-per-weekGRP_2_[20,40] 0.0139 0.0139
1839 occupation_Adm-clerical native-country_El-Salvador -0.0139 0.0139
2652 occupation_Protective-serv native-country_Mexico -0.0139 0.0139
3508 race_Other sex_Female 0.0139 0.0139
3509 race_Other sex_Male -0.0139 0.0139
2094 occupation_Exec-managerial native-country_Haiti -0.0139 0.0139
3088 relationship_Other-relative native-country_Puerto-Rico 0.0139 0.0139
3452 race_Black native-country_Columbia -0.0139 0.0139
5080 native-country_Philippines hours-per-weekGRP_4_[50,60] -0.0139 0.0139
1999 occupation_Craft-repair native-country_Cambodia 0.0138 0.0138
917 workclass_State-gov occupation_Priv-house-serv -0.0138 0.0138
345 workclass_Federal-gov race_Asian-Pac-Islander 0.0138 0.0138
1548 marital-status_Separated occupation_Craft-repair -0.0138 0.0138
1643 marital-status_Widowed occupation_Protective-serv -0.0138 0.0138
4278 native-country_England education-numGRP_6_[13,16) 0.0138 0.0138
880 workclass_Self-emp-not-inc native-country_United-States 0.0137 0.0137
1567 marital-status_Separated race_Asian-Pac-Islander -0.0137 0.0137
3305 relationship_Wife education-numGRP_2_[4,6] -0.0137 0.0137
4070 native-country_Cuba ageGRP_6_[60,INF) 0.0137 0.0137
5391 ageGRP_5_[50,60] hours-per-weekGRP_3_[40,50] 0.0137 0.0137
13 CapitalGainPositive marital-status_Married-spouse-absent -0.0136 0.0136
1718 marital-status_Widowed hours-per-weekGRP_5_[60,INF) -0.0136 0.0136
2678 occupation_Protective-serv education-numGRP_5_[10,13] 0.0136 0.0136
1686 marital-status_Widowed native-country_Mexico -0.0136 0.0136
1765 occupation_? native-country_India -0.0136 0.0136
1550 marital-status_Separated occupation_Farming-fishing -0.0136 0.0136
3958 native-country_China ageGRP_1_[0,20] -0.0136 0.0136
269 workclass_? native-country_India -0.0136 0.0136
2019 occupation_Craft-repair native-country_Ireland 0.0136 0.0136
2482 occupation_Priv-house-serv native-country_Ecuador 0.0135 0.0135
2086 occupation_Exec-managerial native-country_Dominican-Republic -0.0135 0.0135
1159 marital-status_Divorced native-country_Taiwan -0.0135 0.0135
2783 occupation_Tech-support native-country_France 0.0135 0.0135
89 CapitalGainPositive ageGRP_3_[30,40] 0.0134 0.0134
3304 relationship_Wife education-numGRP_1_[1,4] -0.0134 0.0134
1831 occupation_Adm-clerical native-country_? -0.0134 0.0134
4464 native-country_Guatemala education-numGRP_6_[13,16) -0.0134 0.0134
1834 occupation_Adm-clerical native-country_China -0.0134 0.0134
3289 relationship_Wife native-country_Puerto-Rico 0.0134 0.0134
983 workclass_State-gov ageGRP_6_[60,INF) -0.0134 0.0134
2270 occupation_Handlers-cleaners native-country_Peru 0.0134 0.0134
2561 occupation_Prof-specialty native-country_France 0.0133 0.0133
1302 marital-status_Married-civ-spouse race_Other -0.0133 0.0133
1099 marital-status_Divorced occupation_Exec-managerial 0.0133 0.0133
1657 marital-status_Widowed race_White -0.0133 0.0133
5260 native-country_Trinadad&Tobago education-numGRP_2_[4,6] 0.0133 0.0133
3681 sex_Female education-numGRP_3_[6,8] 0.0133 0.0133
3740 sex_Male education-numGRP_3_[6,8] -0.0133 0.0133
3321 race_Amer-Indian-Eskimo native-country_? -0.0133 0.0133
1621 marital-status_Separated education-numGRP_1_[1,4] 0.0133 0.0133
2392 occupation_Other-service race_Asian-Pac-Islander 0.0132 0.0132
3034 relationship_Not-in-family education-numGRP_1_[1,4] -0.0132 0.0132
2480 occupation_Priv-house-serv native-country_Cuba 0.0132 0.0132
761 workclass_Self-emp-inc native-country_Honduras 0.0131 0.0131
2928 relationship_Husband native-country_Greece 0.0131 0.0131
3201 relationship_Unmarried native-country_Germany 0.0131 0.0131
1534 marital-status_Never-married education-numGRP_2_[4,6] 0.0131 0.0131
2048 occupation_Craft-repair education-numGRP_3_[6,8] 0.0131 0.0131
2553 occupation_Prof-specialty native-country_Canada 0.0131 0.0131
2829 occupation_Tech-support hours-per-weekGRP_3_[40,50] -0.013 0.013
486 workclass_Local-gov native-country_South -0.013 0.013
2028 occupation_Craft-repair native-country_Philippines -0.013 0.013
3561 race_Other education-numGRP_4_[8,10] -0.013 0.013
1081 workclass_Without-pay education-numGRP_4_[8,10] 0.0129 0.0129
4277 native-country_England education-numGRP_5_[10,13] 0.0129 0.0129
160 CapitalLossPositive native-country_Greece 0.0129 0.0129
854 workclass_Self-emp-not-inc native-country_Guatemala -0.0129 0.0129
1347 marital-status_Married-civ-spouse native-country_Yugoslavia 0.0129 0.0129
3484 race_Black native-country_Taiwan -0.0129 0.0129
2614 occupation_Protective-serv relationship_Not-in-family -0.0129 0.0129
4025 native-country_Columbia hours-per-weekGRP_2_[20,40] 0.0129 0.0129
2583 occupation_Prof-specialty native-country_Portugal -0.0129 0.0129
4588 native-country_Honduras education-numGRP_1_[1,4] 0.0129 0.0129
2831 occupation_Tech-support hours-per-weekGRP_5_[60,INF) -0.0129 0.0129
3490 race_Black ageGRP_1_[0,20] -0.0128 0.0128
4992 native-country_Nicaragua hours-per-weekGRP_3_[40,50] -0.0128 0.0128
912 workclass_State-gov occupation_Exec-managerial 0.0128 0.0128
726 workclass_Self-emp-inc occupation_Priv-house-serv -0.0128 0.0128
2427 occupation_Other-service native-country_Peru 0.0128 0.0128
2957 relationship_Husband native-country_Yugoslavia 0.0127 0.0127
3728 sex_Male native-country_Trinadad&Tobago -0.0127 0.0127
2616 occupation_Protective-serv relationship_Own-child -0.0127 0.0127
3669 sex_Female native-country_Trinadad&Tobago 0.0127 0.0127
141 CapitalLossPositive race_Amer-Indian-Eskimo -0.0127 0.0127
409 workclass_Federal-gov hours-per-weekGRP_5_[60,INF) -0.0127 0.0127
1987 occupation_Craft-repair relationship_Other-relative -0.0127 0.0127
1314 marital-status_Married-civ-spouse native-country_El-Salvador -0.0127 0.0127
2017 occupation_Craft-repair native-country_India -0.0127 0.0127
2024 occupation_Craft-repair native-country_Mexico 0.0127 0.0127
4676 native-country_Hungary hours-per-weekGRP_2_[20,40] -0.0127 0.0127
4978 native-country_Nicaragua ageGRP_1_[0,20] 0.0126 0.0126
3368 race_Amer-Indian-Eskimo ageGRP_6_[60,INF) -0.0126 0.0126
2121 occupation_Exec-managerial native-country_Yugoslavia 0.0126 0.0126
5153 native-country_Puerto-Rico education-numGRP_5_[10,13] -0.0126 0.0126
3680 sex_Female education-numGRP_2_[4,6] -0.0126 0.0126
3739 sex_Male education-numGRP_2_[4,6] 0.0126 0.0126
3556 race_Other ageGRP_5_[50,60] -0.0126 0.0126
1631 marital-status_Separated hours-per-weekGRP_5_[60,INF) -0.0125 0.0125
2212 occupation_Farming-fishing education-numGRP_4_[8,10] 0.0125 0.0125
655 workclass_Private native-country_Ecuador 0.0125 0.0125
1112 marital-status_Divorced relationship_Other-relative -0.0125 0.0125
4074 native-country_Cuba education-numGRP_4_[8,10] -0.0125 0.0125
2001 occupation_Craft-repair native-country_China -0.0124 0.0124
2763 occupation_Tech-support relationship_Own-child -0.0124 0.0124
2272 occupation_Handlers-cleaners native-country_Poland 0.0124 0.0124
907 workclass_State-gov marital-status_Widowed -0.0124 0.0124
4328 native-country_France hours-per-weekGRP_2_[20,40] -0.0124 0.0124
3193 relationship_Unmarried native-country_China -0.0124 0.0124
5010 native-country_Outlying-US(Guam-USVI-etc) ageGRP_3_[30,40] -0.0124 0.0124
3013 relationship_Not-in-family native-country_Nicaragua -0.0124 0.0124
1074 workclass_Without-pay ageGRP_3_[30,40] -0.0124 0.0124
31 CapitalGainPositive occupation_Transport-moving -0.0124 0.0124
5222 native-country_Taiwan education-numGRP_5_[10,13] 0.0123 0.0123
4668 native-country_Hungary ageGRP_6_[60,INF) 0.0123 0.0123
2207 occupation_Farming-fishing ageGRP_5_[50,60] 0.0123 0.0123
1876 occupation_Adm-clerical ageGRP_4_[40,50] -0.0123 0.0123
1322 marital-status_Married-civ-spouse native-country_Honduras -0.0123 0.0123
196 CapitalLossPositive education-numGRP_1_[1,4] -0.0123 0.0123
1557 marital-status_Separated occupation_Sales -0.0122 0.0122
2107 occupation_Exec-managerial native-country_Nicaragua -0.0122 0.0122
3134 relationship_Own-child native-country_Germany -0.0122 0.0122
2268 occupation_Handlers-cleaners native-country_Nicaragua 0.0122 0.0122
125 CapitalLossPositive occupation_Farming-fishing -0.0122 0.0122
1018 workclass_Without-pay relationship_Not-in-family -0.0121 0.0121
2517 occupation_Priv-house-serv ageGRP_1_[0,20] 0.0121 0.0121
537 workclass_Never-worked relationship_Husband -0.0121 0.0121
285 workclass_? native-country_South 0.0121 0.0121
519 workclass_Never-worked marital-status_Never-married 0.0121 0.0121
3219 relationship_Unmarried native-country_Peru 0.012 0.012
2142 occupation_Farming-fishing occupation_Priv-house-serv -0.012 0.012
5361 ageGRP_3_[30,40] education-numGRP_4_[8,10] -0.012 0.012
3291 relationship_Wife native-country_South 0.012 0.012
4818 native-country_Italy ageGRP_6_[60,INF) 0.012 0.012
1781 occupation_? native-country_South 0.012 0.012
1459 marital-status_Never-married occupation_Armed-Forces 0.012 0.012
3615 race_White ageGRP_3_[30,40] -0.012 0.012
5224 native-country_Taiwan hours-per-weekGRP_1_[0,20] 0.012 0.012
4276 native-country_England education-numGRP_4_[8,10] -0.012 0.012
2854 occupation_Transport-moving native-country_England -0.012 0.012
4636 native-country_Hong hours-per-weekGRP_2_[20,40] 0.0119 0.0119
3286 relationship_Wife native-country_Philippines 0.0119 0.0119
5009 native-country_Outlying-US(Guam-USVI-etc) ageGRP_2_[20,30] 0.0119 0.0119
3000 relationship_Not-in-family native-country_Haiti -0.0119 0.0119
4665 native-country_Hungary ageGRP_3_[30,40] -0.0119 0.0119
1180 marital-status_Divorced hours-per-weekGRP_4_[50,60] -0.0119 0.0119
2502 occupation_Priv-house-serv native-country_Nicaragua 0.0119 0.0119
3454 race_Black native-country_Dominican-Republic 0.0119 0.0119
1586 marital-status_Separated native-country_Guatemala 0.0119 0.0119
2100 occupation_Exec-managerial native-country_Iran 0.0118 0.0118
3468 race_Black native-country_Iran -0.0118 0.0118
4019 native-country_Columbia education-numGRP_2_[4,6] 0.0118 0.0118
332 workclass_Federal-gov occupation_Priv-house-serv -0.0118 0.0118
3453 race_Black native-country_Cuba -0.0118 0.0118
3204 relationship_Unmarried native-country_Haiti 0.0118 0.0118
3432 race_Asian-Pac-Islander ageGRP_6_[60,INF) -0.0118 0.0118
1310 marital-status_Married-civ-spouse native-country_Columbia -0.0118 0.0118
2871 occupation_Transport-moving native-country_Mexico -0.0118 0.0118
3548 race_Other native-country_Trinadad&Tobago 0.0118 0.0118
4892 native-country_Japan education-numGRP_5_[10,13] 0.0118 0.0118
932 workclass_State-gov race_Other -0.0118 0.0118
5041 native-country_Peru ageGRP_5_[50,60] -0.0118 0.0118
2557 occupation_Prof-specialty native-country_Dominican-Republic -0.0117 0.0117
2309 occupation_Machine-op-inspct relationship_Other-relative 0.0117 0.0117
4369 native-country_Germany education-numGRP_2_[4,6] -0.0117 0.0117
3563 race_Other education-numGRP_6_[13,16) -0.0117 0.0117
41 CapitalGainPositive race_Other -0.0117 0.0117
1914 occupation_Armed-Forces sex_Male 0.0117 0.0117
1913 occupation_Armed-Forces sex_Female -0.0117 0.0117
677 workclass_Private native-country_Peru 0.0117 0.0117
5292 native-country_Vietnam ageGRP_3_[30,40] -0.0117 0.0117
3014 relationship_Not-in-family native-country_Outlying-US(Guam-USVI-etc) 0.0117 0.0117
5131 native-country_Portugal hours-per-weekGRP_2_[20,40] 0.0117 0.0117
944 workclass_State-gov native-country_El-Salvador -0.0116 0.0116
2920 relationship_Husband native-country_Columbia -0.0116 0.0116
4131 native-country_Dominican-Republic hours-per-weekGRP_3_[40,50] -0.0116 0.0116
2460 occupation_Priv-house-serv occupation_Tech-support -0.0116 0.0116
3253 relationship_Wife race_White -0.0116 0.0116
1481 marital-status_Never-married race_Other 0.0116 0.0116
1479 marital-status_Never-married race_Asian-Pac-Islander 0.0116 0.0116
2390 occupation_Other-service relationship_Wife 0.0116 0.0116
5287 native-country_United-States hours-per-weekGRP_4_[50,60] 0.0116 0.0116
5065 native-country_Philippines ageGRP_1_[0,20] -0.0115 0.0115
4755 native-country_Iran hours-per-weekGRP_4_[50,60] 0.0115 0.0115
1020 workclass_Without-pay relationship_Own-child 0.0115 0.0115
4465 native-country_Guatemala hours-per-weekGRP_1_[0,20] -0.0115 0.0115
2347 occupation_Machine-op-inspct native-country_Nicaragua 0.0115 0.0115
334 workclass_Federal-gov occupation_Protective-serv 0.0115 0.0115
3534 race_Other native-country_Japan 0.0115 0.0115
2817 occupation_Tech-support ageGRP_3_[30,40] 0.0115 0.0115
2699 occupation_Sales sex_Male -0.0115 0.0115
2698 occupation_Sales sex_Female 0.0115 0.0115
4988 native-country_Nicaragua education-numGRP_5_[10,13] -0.0115 0.0115
3152 relationship_Own-child native-country_Peru 0.0115 0.0115
3216 relationship_Unmarried native-country_Mexico 0.0115 0.0115
301 workclass_? education-numGRP_4_[8,10] 0.0114 0.0114
2475 occupation_Priv-house-serv native-country_? 0.0114 0.0114
4424 native-country_Greece hours-per-weekGRP_5_[60,INF) 0.0114 0.0114
3145 relationship_Own-child native-country_Italy -0.0114 0.0114
64 CapitalGainPositive native-country_India 0.0114 0.0114
105 CapitalLossPositive workclass_Federal-gov 0.0114 0.0114
859 workclass_Self-emp-not-inc native-country_Hungary 0.0114 0.0114
3487 race_Black native-country_United-States 0.0114 0.0114
979 workclass_State-gov ageGRP_2_[20,30] -0.0114 0.0114
5390 ageGRP_5_[50,60] hours-per-weekGRP_2_[20,40] 0.0114 0.0114
3603 race_White native-country_Portugal 0.0114 0.0114
757 workclass_Self-emp-inc native-country_Greece 0.0114 0.0114
2008 occupation_Craft-repair native-country_France -0.0113 0.0113
246 workclass_? race_Other 0.0113 0.0113
2768 occupation_Tech-support race_Black -0.0113 0.0113
4371 native-country_Germany education-numGRP_4_[8,10] -0.0113 0.0113
3039 relationship_Not-in-family education-numGRP_6_[13,16) 0.0113 0.0113
1145 marital-status_Divorced native-country_Italy -0.0113 0.0113
2812 occupation_Tech-support native-country_United-States 0.0113 0.0113
2417 occupation_Other-service native-country_India -0.0113 0.0113
3270 relationship_Wife native-country_Haiti 0.0112 0.0112
3860 native-country_Cambodia hours-per-weekGRP_2_[20,40] 0.0112 0.0112
2591 occupation_Prof-specialty native-country_Vietnam -0.0112 0.0112
1742 occupation_? race_Other 0.0112 0.0112
3015 relationship_Not-in-family native-country_Peru -0.0112 0.0112
1797 occupation_? education-numGRP_4_[8,10] 0.0112 0.0112
3651 sex_Female native-country_Iran -0.0112 0.0112
3710 sex_Male native-country_Iran 0.0112 0.0112
2344 occupation_Machine-op-inspct native-country_Japan -0.0112 0.0112
4172 native-country_Ecuador ageGRP_5_[50,60] -0.0112 0.0112
455 workclass_Local-gov native-country_Columbia -0.0112 0.0112
778 workclass_Self-emp-inc native-country_Puerto-Rico -0.0112 0.0112
1860 occupation_Adm-clerical native-country_Peru -0.0112 0.0112
2688 occupation_Sales relationship_Not-in-family -0.0112 0.0112
2811 occupation_Tech-support native-country_Trinadad&Tobago 0.0112 0.0112
2257 occupation_Handlers-cleaners native-country_Honduras 0.0111 0.0111
1380 marital-status_Married-spouse-absent occupation_Sales -0.0111 0.0111
4501 native-country_Haiti ageGRP_5_[50,60] 0.0111 0.0111
5323 native-country_Yugoslavia hours-per-weekGRP_5_[60,INF) 0.0111 0.0111
4707 native-country_India ageGRP_6_[60,INF) -0.0111 0.0111
4935 native-country_Mexico native-country_Philippines -0.0111 0.0111
59 CapitalGainPositive native-country_Haiti -0.0111 0.0111
2944 relationship_Husband native-country_Outlying-US(Guam-USVI-etc) -0.0111 0.0111
1862 occupation_Adm-clerical native-country_Poland -0.0111 0.0111
1496 marital-status_Never-married native-country_Germany -0.0111 0.0111
4414 native-country_Greece education-numGRP_1_[1,4] 0.0111 0.0111
171 CapitalLossPositive native-country_Jamaica -0.0111 0.0111
927 workclass_State-gov relationship_Unmarried 0.011 0.011
5254 native-country_Trinadad&Tobago ageGRP_2_[20,30] -0.011 0.011
1697 marital-status_Widowed native-country_Thailand 0.011 0.011
1085 workclass_Without-pay hours-per-weekGRP_2_[20,40] -0.011 0.011
5106 native-country_Poland hours-per-weekGRP_3_[40,50] -0.011 0.011
3026 relationship_Not-in-family native-country_Vietnam -0.011 0.011
941 workclass_State-gov native-country_Cuba -0.011 0.011
1505 marital-status_Never-married native-country_Iran -0.011 0.011
3370 race_Amer-Indian-Eskimo education-numGRP_2_[4,6] 0.011 0.011
2120 occupation_Exec-managerial native-country_Vietnam -0.011 0.011
3480 race_Black native-country_Portugal -0.011 0.011
2626 occupation_Protective-serv native-country_? -0.011 0.011
3966 native-country_China education-numGRP_3_[6,8] -0.0109 0.0109
2360 occupation_Machine-op-inspct native-country_Vietnam 0.0109 0.0109
2439 occupation_Other-service native-country_Yugoslavia 0.0109 0.0109
507 workclass_Local-gov hours-per-weekGRP_3_[40,50] -0.0109 0.0109
2848 occupation_Transport-moving native-country_China -0.0109 0.0109
3125 relationship_Own-child native-country_Canada -0.0109 0.0109
764 workclass_Self-emp-inc native-country_India 0.0109 0.0109
1820 occupation_Adm-clerical relationship_Other-relative 0.0109 0.0109
2116 occupation_Exec-managerial native-country_Taiwan 0.0109 0.0109
1146 marital-status_Divorced native-country_Jamaica -0.0109 0.0109
4667 native-country_Hungary ageGRP_5_[50,60] 0.0109 0.0109
2996 relationship_Not-in-family native-country_France 0.0109 0.0109
20 CapitalGainPositive occupation_Craft-repair -0.0109 0.0109
2215 occupation_Farming-fishing hours-per-weekGRP_1_[0,20] -0.0109 0.0109
451 workclass_Local-gov native-country_? -0.0108 0.0108
5404 ageGRP_6_[60,INF) hours-per-weekGRP_5_[60,INF) -0.0108 0.0108
3005 relationship_Not-in-family native-country_India -0.0108 0.0108
5146 native-country_Puerto-Rico ageGRP_4_[40,50] 0.0108 0.0108
3320 race_Amer-Indian-Eskimo sex_Male -0.0108 0.0108
3319 race_Amer-Indian-Eskimo sex_Female 0.0108 0.0108
1559 marital-status_Separated occupation_Transport-moving -0.0108 0.0108
2404 occupation_Other-service native-country_Dominican-Republic 0.0108 0.0108
1119 marital-status_Divorced race_Other -0.0108 0.0108
3555 race_Other ageGRP_4_[40,50] -0.0108 0.0108
2409 occupation_Other-service native-country_Germany -0.0108 0.0108
998 workclass_Without-pay marital-status_Married-spouse-absent 0.0108 0.0108
4410 native-country_Greece ageGRP_3_[30,40] -0.0108 0.0108
3184 relationship_Unmarried race_Asian-Pac-Islander -0.0108 0.0108
4884 native-country_Japan ageGRP_3_[30,40] 0.0108 0.0108
5282 native-country_United-States education-numGRP_5_[10,13] 0.0108 0.0108
4234 native-country_El-Salvador hours-per-weekGRP_5_[60,INF) -0.0107 0.0107
318 workclass_Federal-gov marital-status_Married-civ-spouse 0.0107 0.0107
1453 marital-status_Married-spouse-absent hours-per-weekGRP_4_[50,60] -0.0107 0.0107
2434 occupation_Other-service native-country_Taiwan -0.0107 0.0107
855 workclass_Self-emp-not-inc native-country_Haiti -0.0107 0.0107
5197 native-country_South education-numGRP_2_[4,6] -0.0107 0.0107
129 CapitalLossPositive occupation_Priv-house-serv -0.0107 0.0107
2722 occupation_Sales native-country_Italy -0.0107 0.0107
63 CapitalGainPositive native-country_Hungary 0.0107 0.0107
3140 relationship_Own-child native-country_Hong -0.0106 0.0106
151 CapitalLossPositive native-country_China 0.0106 0.0106
4708 native-country_India education-numGRP_1_[1,4] -0.0106 0.0106
5130 native-country_Portugal hours-per-weekGRP_1_[0,20] -0.0106 0.0106
4117 native-country_Dominican-Republic ageGRP_1_[0,20] -0.0106 0.0106
2295 occupation_Handlers-cleaners hours-per-weekGRP_1_[0,20] 0.0106 0.0106
5263 native-country_Trinadad&Tobago education-numGRP_5_[10,13] -0.0106 0.0106
2743 occupation_Sales ageGRP_2_[20,30] 0.0106 0.0106
1089 marital-status_Divorced marital-status_Married-AF-spouse -0.0106 0.0106
4233 native-country_El-Salvador hours-per-weekGRP_4_[50,60] -0.0106 0.0106
1300 marital-status_Married-civ-spouse race_Asian-Pac-Islander 0.0106 0.0106
5040 native-country_Peru ageGRP_4_[40,50] 0.0106 0.0106
3778 native-country_? native-country_Philippines -0.0106 0.0106
4928 native-country_Laos hours-per-weekGRP_2_[20,40] 0.0105 0.0105
2090 occupation_Exec-managerial native-country_France 0.0105 0.0105
5151 native-country_Puerto-Rico education-numGRP_3_[6,8] 0.0105 0.0105
2559 occupation_Prof-specialty native-country_El-Salvador -0.0105 0.0105
3584 race_White native-country_Guatemala 0.0105 0.0105
4955 native-country_Mexico education-numGRP_3_[6,8] 0.0104 0.0104
1470 marital-status_Never-married occupation_Tech-support 0.0104 0.0104
2714 occupation_Sales native-country_Haiti -0.0104 0.0104
5202 native-country_South hours-per-weekGRP_1_[0,20] 0.0104 0.0104
4673 native-country_Hungary education-numGRP_5_[10,13] 0.0104 0.0104
775 workclass_Self-emp-inc native-country_Philippines -0.0104 0.0104
3393 race_Asian-Pac-Islander native-country_El-Salvador -0.0104 0.0104
3636 sex_Female native-country_Cuba 0.0104 0.0104
3695 sex_Male native-country_Cuba -0.0104 0.0104
2034 occupation_Craft-repair native-country_Taiwan -0.0103 0.0103
3338 race_Amer-Indian-Eskimo native-country_Hong 0.0103 0.0103
4468 native-country_Guatemala hours-per-weekGRP_4_[50,60] -0.0103 0.0103
2889 occupation_Transport-moving ageGRP_3_[30,40] 0.0103 0.0103
5317 native-country_Yugoslavia education-numGRP_5_[10,13] 0.0103 0.0103
4740 native-country_Iran ageGRP_1_[0,20] -0.0103 0.0103
3058 relationship_Other-relative native-country_China 0.0103 0.0103
3912 native-country_Canada education-numGRP_4_[8,10] -0.0103 0.0103
4232 native-country_El-Salvador hours-per-weekGRP_3_[40,50] -0.0102 0.0102
3364 race_Amer-Indian-Eskimo ageGRP_2_[20,30] 0.0102 0.0102
447 workclass_Local-gov race_Other -0.0102 0.0102
1334 marital-status_Married-civ-spouse native-country_Outlying-US(Guam-USVI-etc) -0.0102 0.0102
243 workclass_? race_Amer-Indian-Eskimo 0.0102 0.0102
2343 occupation_Machine-op-inspct native-country_Jamaica -0.0102 0.0102
1825 occupation_Adm-clerical race_Asian-Pac-Islander 0.0102 0.0102
1516 marital-status_Never-married native-country_Poland -0.0102 0.0102
3567 race_Other hours-per-weekGRP_4_[50,60] -0.0102 0.0102
1866 occupation_Adm-clerical native-country_South -0.0102 0.0102
4986 native-country_Nicaragua education-numGRP_3_[6,8] 0.0102 0.0102
1537 marital-status_Never-married education-numGRP_5_[10,13] -0.0102 0.0102
1104 marital-status_Divorced occupation_Priv-house-serv 0.0102 0.0102
2806 occupation_Tech-support native-country_Puerto-Rico -0.0101 0.0101
4510 native-country_Haiti hours-per-weekGRP_2_[20,40] 0.0101 0.0101
1163 marital-status_Divorced native-country_Vietnam -0.0101 0.0101
3259 relationship_Wife native-country_China 0.0101 0.0101
2356 occupation_Machine-op-inspct native-country_Taiwan -0.0101 0.0101
4280 native-country_England hours-per-weekGRP_2_[20,40] -0.0101 0.0101
1261 marital-status_Married-AF-spouse ageGRP_5_[50,60] -0.0101 0.0101
971 workclass_State-gov native-country_South -0.0101 0.0101
1739 occupation_? race_Amer-Indian-Eskimo 0.0101 0.0101
1134 marital-status_Divorced native-country_Germany 0.0101 0.0101
2681 occupation_Protective-serv hours-per-weekGRP_2_[20,40] 0.0101 0.0101
2108 occupation_Exec-managerial native-country_Outlying-US(Guam-USVI-etc) 0.0101 0.0101
3423 race_Asian-Pac-Islander native-country_Trinadad&Tobago 0.0101 0.0101
2244 occupation_Handlers-cleaners native-country_China -0.0101 0.0101
3477 race_Black native-country_Peru -0.0101 0.0101
3702 sex_Male native-country_Greece 0.01 0.01
3643 sex_Female native-country_Greece -0.01 0.01
604 workclass_Never-worked hours-per-weekGRP_1_[0,20] 0.01 0.01
192 CapitalLossPositive ageGRP_3_[30,40] 0.01 0.01
3126 relationship_Own-child native-country_China -0.01 0.01
132 CapitalLossPositive occupation_Sales 0.01 0.01
470 workclass_Local-gov native-country_India -0.01 0.01
739 workclass_Self-emp-inc race_Asian-Pac-Islander 0.00998 0.00998
1517 marital-status_Never-married native-country_Portugal -0.00998 0.00998
1645 marital-status_Widowed occupation_Tech-support -0.00998 0.00998
3212 relationship_Unmarried native-country_Italy -0.00998 0.00998
4890 native-country_Japan education-numGRP_3_[6,8] -0.00996 0.00996
408 workclass_Federal-gov hours-per-weekGRP_4_[50,60] -0.00995 0.00995
2919 relationship_Husband native-country_China 0.00993 0.00993
3600 race_White native-country_Peru 0.00993 0.00993
2520 occupation_Priv-house-serv ageGRP_4_[40,50] -0.00993 0.00993
5200 native-country_South education-numGRP_5_[10,13] 0.00992 0.00992
2869 occupation_Transport-moving native-country_Japan -0.00992 0.00992
3196 relationship_Unmarried native-country_Dominican-Republic 0.0099 0.0099
5350 ageGRP_2_[20,30] hours-per-weekGRP_1_[0,20] -0.0099 0.0099
2489 occupation_Priv-house-serv native-country_Haiti 0.00989 0.00989
966 workclass_State-gov native-country_Philippines -0.00988 0.00988
3272 relationship_Wife native-country_Honduras 0.00987 0.00987
2655 occupation_Protective-serv native-country_Peru 0.00985 0.00985
2180 occupation_Farming-fishing native-country_India -0.00985 0.00985
1140 marital-status_Divorced native-country_Hong -0.00985 0.00985
1339 marital-status_Married-civ-spouse native-country_Puerto-Rico -0.00984 0.00984
1852 occupation_Adm-clerical native-country_Ireland -0.00983 0.00983
2670 occupation_Protective-serv ageGRP_3_[30,40] 0.00982 0.00982
2068 occupation_Exec-managerial relationship_Not-in-family -0.00982 0.00982
3390 race_Asian-Pac-Islander native-country_Cuba -0.00982 0.00982
1578 marital-status_Separated native-country_Cuba 0.00981 0.00981
895 workclass_Self-emp-not-inc hours-per-weekGRP_1_[0,20] 0.00981 0.00981
4885 native-country_Japan ageGRP_4_[40,50] 0.00979 0.00979
2781 occupation_Tech-support native-country_El-Salvador -0.00979 0.00979
69 CapitalGainPositive native-country_Japan 0.00978 0.00978
2760 occupation_Tech-support relationship_Husband -0.00978 0.00978
4325 native-country_France education-numGRP_5_[10,13] 0.00977 0.00977
1126 marital-status_Divorced native-country_China -0.00977 0.00977
1345 marital-status_Married-civ-spouse native-country_United-States -0.00976 0.00976
3460 race_Black native-country_Greece -0.00973 0.00973
3130 relationship_Own-child native-country_Ecuador -0.00971 0.00971
3074 relationship_Other-relative native-country_India 0.0097 0.0097
5296 native-country_Vietnam education-numGRP_1_[1,4] 0.0097 0.0097
2358 occupation_Machine-op-inspct native-country_Trinadad&Tobago 0.0097 0.0097
1381 marital-status_Married-spouse-absent occupation_Tech-support -0.00969 0.00969
3645 sex_Female native-country_Haiti 0.00968 0.00968
3704 sex_Male native-country_Haiti -0.00968 0.00968
2458 occupation_Priv-house-serv occupation_Protective-serv -0.00967 0.00967
148 CapitalLossPositive native-country_? 0.00967 0.00967
2721 occupation_Sales native-country_Ireland -0.00965 0.00965
3496 race_Black education-numGRP_1_[1,4] -0.00964 0.00964
4590 native-country_Honduras education-numGRP_3_[6,8] 0.00964 0.00964
57 CapitalGainPositive native-country_Greece 0.00963 0.00963
1124 marital-status_Divorced native-country_Cambodia -0.00961 0.00961
696 workclass_Private education-numGRP_1_[1,4] 0.00961 0.00961
183 CapitalLossPositive native-country_South 0.00961 0.00961
2769 occupation_Tech-support race_Other -0.0096 0.0096
4119 native-country_Dominican-Republic ageGRP_3_[30,40] -0.0096 0.0096
4223 native-country_El-Salvador ageGRP_6_[60,INF) -0.0096 0.0096
2029 occupation_Craft-repair native-country_Poland 0.0096 0.0096
2339 occupation_Machine-op-inspct native-country_India -0.00959 0.00959
1136 marital-status_Divorced native-country_Guatemala -0.00956 0.00956
3455 race_Black native-country_Ecuador -0.00956 0.00956
1844 occupation_Adm-clerical native-country_Guatemala -0.00956 0.00956
1769 occupation_? native-country_Jamaica -0.00956 0.00956
273 workclass_? native-country_Jamaica -0.00953 0.00953
3136 relationship_Own-child native-country_Guatemala -0.00949 0.00949
2578 occupation_Prof-specialty native-country_Nicaragua -0.00949 0.00949
3004 relationship_Not-in-family native-country_Hungary 0.00947 0.00947
942 workclass_State-gov native-country_Dominican-Republic -0.00946 0.00946
1336 marital-status_Married-civ-spouse native-country_Philippines 0.00946 0.00946
5158 native-country_Puerto-Rico hours-per-weekGRP_4_[50,60] -0.00945 0.00945
545 workclass_Never-worked race_Black 0.00945 0.00945
1323 marital-status_Married-civ-spouse native-country_Hong 0.00945 0.00945
5396 ageGRP_6_[60,INF) education-numGRP_3_[6,8] -0.00944 0.00944
2435 occupation_Other-service native-country_Thailand 0.00944 0.00944
3288 relationship_Wife native-country_Portugal 0.00944 0.00944
5051 native-country_Peru hours-per-weekGRP_3_[40,50] -0.00942 0.00942
4848 native-country_Jamaica ageGRP_1_[0,20] -0.00941 0.00941
3581 race_White native-country_France 0.00941 0.00941
5092 native-country_Poland ageGRP_1_[0,20] -0.00941 0.00941
3583 race_White native-country_Greece 0.00941 0.00941
4887 native-country_Japan ageGRP_6_[60,INF) -0.0094 0.0094
3582 race_White native-country_Germany 0.00937 0.00937
1148 marital-status_Divorced native-country_Laos -0.00935 0.00935
517 workclass_Never-worked marital-status_Married-civ-spouse -0.00933 0.00933
4702 native-country_India ageGRP_1_[0,20] -0.00933 0.00933
4984 native-country_Nicaragua education-numGRP_1_[1,4] 0.0093 0.0093
4012 native-country_Columbia ageGRP_1_[0,20] -0.00929 0.00929
4542 native-country_Holand-Netherlands ageGRP_3_[30,40] 0.00929 0.00929
688 workclass_Private native-country_Vietnam 0.00929 0.00929
2778 occupation_Tech-support native-country_Cuba -0.00927 0.00927
2945 relationship_Husband native-country_Peru -0.00925 0.00925
3429 race_Asian-Pac-Islander ageGRP_3_[30,40] 0.00925 0.00925
1623 marital-status_Separated education-numGRP_3_[6,8] 0.00924 0.00924
2766 occupation_Tech-support race_Amer-Indian-Eskimo -0.00923 0.00923
3292 relationship_Wife native-country_Taiwan 0.00923 0.00923
4346 native-country_Germany native-country_Mexico -0.00923 0.00923
2 CapitalGainPositive workclass_Federal-gov 0.00923 0.00923
4180 native-country_Ecuador hours-per-weekGRP_1_[0,20] -0.00922 0.00922
5072 native-country_Philippines education-numGRP_2_[4,6] -0.0092 0.0092
51 CapitalGainPositive native-country_Dominican-Republic -0.00919 0.00919
4128 native-country_Dominican-Republic education-numGRP_6_[13,16) -0.00919 0.00919
3853 native-country_Cambodia education-numGRP_1_[1,4] 0.00918 0.00918
3086 relationship_Other-relative native-country_Poland 0.00918 0.00918
5259 native-country_Trinadad&Tobago education-numGRP_1_[1,4] 0.00918 0.00918
2713 occupation_Sales native-country_Guatemala -0.00917 0.00917
1734 occupation_? relationship_Not-in-family -0.00917 0.00917
727 workclass_Self-emp-inc occupation_Prof-specialty 0.00917 0.00917
3612 race_White native-country_Yugoslavia 0.00916 0.00916
5294 native-country_Vietnam ageGRP_5_[50,60] -0.00915 0.00915
1206 marital-status_Married-AF-spouse relationship_Unmarried -0.00915 0.00915
2568 occupation_Prof-specialty native-country_Hong 0.00914 0.00914
3186 relationship_Unmarried race_Other 0.00914 0.00914
2732 occupation_Sales native-country_Portugal -0.00909 0.00909
4461 native-country_Guatemala education-numGRP_3_[6,8] 0.00909 0.00909
4853 native-country_Jamaica ageGRP_6_[60,INF) -0.00909 0.00909
5144 native-country_Puerto-Rico ageGRP_2_[20,30] -0.00909 0.00909
3408 race_Asian-Pac-Islander native-country_Jamaica -0.00907 0.00907
5256 native-country_Trinadad&Tobago ageGRP_4_[40,50] 0.00906 0.00906
1254 marital-status_Married-AF-spouse native-country_United-States 0.00906 0.00906
949 workclass_State-gov native-country_Guatemala -0.00904 0.00904
1369 marital-status_Married-spouse-absent occupation_Adm-clerical 0.00904 0.00904
1691 marital-status_Widowed native-country_Poland 0.00904 0.00904
2323 occupation_Machine-op-inspct native-country_China 0.00904 0.00904
5220 native-country_Taiwan education-numGRP_3_[6,8] -0.00903 0.00903
3974 native-country_China hours-per-weekGRP_5_[60,INF) -0.00903 0.00903
4792 native-country_Ireland hours-per-weekGRP_4_[50,60] 0.00901 0.00901
5067 native-country_Philippines ageGRP_3_[30,40] 0.00901 0.00901
1401 marital-status_Married-spouse-absent native-country_Cuba 0.00901 0.00901
3317 race_Amer-Indian-Eskimo race_Other -0.009 0.009
4829 native-country_Italy hours-per-weekGRP_5_[60,INF) 0.00899 0.00899
2881 occupation_Transport-moving native-country_Taiwan -0.00899 0.00899
2576 occupation_Prof-specialty native-country_Laos -0.00898 0.00898
238 workclass_? relationship_Not-in-family -0.00895 0.00895
1511 marital-status_Never-married native-country_Mexico 0.00895 0.00895
3 CapitalGainPositive workclass_Local-gov 0.00892 0.00892
3022 relationship_Not-in-family native-country_Taiwan -0.00892 0.00892
1421 marital-status_Married-spouse-absent native-country_Laos 0.00892 0.00892
5105 native-country_Poland hours-per-weekGRP_2_[20,40] 0.00891 0.00891
3691 sex_Male native-country_Cambodia 0.00888 0.00888
1158 marital-status_Divorced native-country_South -0.00888 0.00888
3632 sex_Female native-country_Cambodia -0.00888 0.00888
2693 occupation_Sales race_Amer-Indian-Eskimo -0.00887 0.00887
1135 marital-status_Divorced native-country_Greece -0.00887 0.00887
2184 occupation_Farming-fishing native-country_Jamaica -0.00886 0.00886
3469 race_Black native-country_Ireland -0.00885 0.00885
3706 sex_Male native-country_Honduras -0.00882 0.00882
3647 sex_Female native-country_Honduras 0.00882 0.00882
2850 occupation_Transport-moving native-country_Cuba 0.00881 0.00881
2196 occupation_Farming-fishing native-country_South -0.00881 0.00881
2471 occupation_Priv-house-serv race_Other 0.00881 0.00881
1320 marital-status_Married-civ-spouse native-country_Haiti -0.00879 0.00879
5301 native-country_Vietnam education-numGRP_6_[13,16) -0.00878 0.00878
3759 native-country_? native-country_Germany -0.00878 0.00878
2172 occupation_Farming-fishing native-country_Germany -0.00878 0.00878
2953 relationship_Husband native-country_Thailand -0.00876 0.00876
967 workclass_State-gov native-country_Poland -0.00875 0.00875
594 workclass_Never-worked ageGRP_3_[30,40] -0.00875 0.00875
1832 occupation_Adm-clerical native-country_Cambodia -0.00874 0.00874
1154 marital-status_Divorced native-country_Poland -0.00873 0.00873
4511 native-country_Haiti hours-per-weekGRP_3_[40,50] -0.00871 0.00871
3849 native-country_Cambodia ageGRP_3_[30,40] 0.00871 0.00871
2660 occupation_Protective-serv native-country_Scotland 0.00871 0.00871
2994 relationship_Not-in-family native-country_El-Salvador -0.0087 0.0087
374 workclass_Federal-gov native-country_Jamaica -0.0087 0.0087
2349 occupation_Machine-op-inspct native-country_Peru 0.00868 0.00868
2819 occupation_Tech-support ageGRP_5_[50,60] -0.00868 0.00868
5314 native-country_Yugoslavia education-numGRP_2_[4,6] 0.00867 0.00867
3887 native-country_Canada native-country_Mexico -0.00867 0.00867
187 CapitalLossPositive native-country_United-States 0.00867 0.00867
293 workclass_? ageGRP_2_[20,30] -0.00867 0.00867
1737 occupation_? relationship_Unmarried -0.00866 0.00866
2109 occupation_Exec-managerial native-country_Peru -0.00865 0.00865
1596 marital-status_Separated native-country_Jamaica 0.00865 0.00865
1569 marital-status_Separated race_Other 0.00865 0.00865
5226 native-country_Taiwan hours-per-weekGRP_3_[40,50] -0.00865 0.00865
877 workclass_Self-emp-not-inc native-country_Taiwan -0.00863 0.00863
3407 race_Asian-Pac-Islander native-country_Italy -0.00861 0.00861
2955 relationship_Husband native-country_United-States 0.00859 0.00859
849 workclass_Self-emp-not-inc native-country_El-Salvador -0.00859 0.00859
3141 relationship_Own-child native-country_Hungary -0.00858 0.00858
475 workclass_Local-gov native-country_Japan -0.00858 0.00858
1789 occupation_? ageGRP_2_[20,30] -0.00858 0.00858
4457 native-country_Guatemala ageGRP_5_[50,60] -0.00857 0.00857
3959 native-country_China ageGRP_2_[20,30] -0.00857 0.00857
3154 relationship_Own-child native-country_Poland -0.00857 0.00857
598 workclass_Never-worked education-numGRP_1_[1,4] 0.00856 0.00856
847 workclass_Self-emp-not-inc native-country_Dominican-Republic -0.00856 0.00856
1397 marital-status_Married-spouse-absent native-country_Cambodia 0.00854 0.00854
5219 native-country_Taiwan education-numGRP_2_[4,6] -0.00854 0.00854
4789 native-country_Ireland hours-per-weekGRP_1_[0,20] -0.00854 0.00854
3144 relationship_Own-child native-country_Ireland -0.00854 0.00854
4624 native-country_Hong ageGRP_2_[20,30] 0.00854 0.00854
3207 relationship_Unmarried native-country_Hong -0.00853 0.00853
2164 occupation_Farming-fishing native-country_China -0.00853 0.00853
3142 relationship_Own-child native-country_India -0.00852 0.00852
509 workclass_Local-gov hours-per-weekGRP_5_[60,INF) -0.00852 0.00852
1837 occupation_Adm-clerical native-country_Dominican-Republic -0.00851 0.00851
2003 occupation_Craft-repair native-country_Cuba -0.00851 0.00851
1335 marital-status_Married-civ-spouse native-country_Peru -0.00851 0.00851
2808 occupation_Tech-support native-country_South -0.0085 0.0085
2956 relationship_Husband native-country_Vietnam -0.00849 0.00849
3494 race_Black ageGRP_5_[50,60] -0.00848 0.00848
3363 race_Amer-Indian-Eskimo ageGRP_1_[0,20] -0.00847 0.00847
4752 native-country_Iran hours-per-weekGRP_1_[0,20] -0.00847 0.00847
2592 occupation_Prof-specialty native-country_Yugoslavia -0.00846 0.00846
1291 marital-status_Married-civ-spouse occupation_Tech-support -0.00845 0.00845
1883 occupation_Adm-clerical education-numGRP_5_[10,13] -0.00845 0.00845
3238 relationship_Unmarried education-numGRP_1_[1,4] 0.00845 0.00845
1377 marital-status_Married-spouse-absent occupation_Priv-house-serv 0.00844 0.00844
1188 marital-status_Married-AF-spouse occupation_Adm-clerical 0.00844 0.00844
4813 native-country_Italy ageGRP_1_[0,20] -0.00844 0.00844
2073 occupation_Exec-managerial race_Amer-Indian-Eskimo -0.00844 0.00844
3802 native-country_? hours-per-weekGRP_1_[0,20] -0.00844 0.00844
4408 native-country_Greece ageGRP_1_[0,20] -0.00844 0.00844
5276 native-country_United-States ageGRP_5_[50,60] 0.00843 0.00843
340 workclass_Federal-gov relationship_Other-relative -0.00842 0.00842
2615 occupation_Protective-serv relationship_Other-relative -0.00842 0.00842
4938 native-country_Mexico native-country_Puerto-Rico -0.00841 0.00841
2354 occupation_Machine-op-inspct native-country_Scotland 0.00841 0.00841
2880 occupation_Transport-moving native-country_South -0.0084 0.0084
892 workclass_Self-emp-not-inc education-numGRP_4_[8,10] -0.00838 0.00838
758 workclass_Self-emp-inc native-country_Guatemala -0.00836 0.00836
2737 occupation_Sales native-country_Thailand -0.00836 0.00836
241 workclass_? relationship_Unmarried -0.00836 0.00836
68 CapitalGainPositive native-country_Jamaica -0.00836 0.00836
4859 native-country_Jamaica education-numGRP_6_[13,16) -0.00836 0.00836
2597 occupation_Prof-specialty ageGRP_5_[50,60] 0.00835 0.00835
4888 native-country_Japan education-numGRP_1_[1,4] -0.00835 0.00835
2206 occupation_Farming-fishing ageGRP_4_[40,50] -0.00834 0.00834
4469 native-country_Guatemala hours-per-weekGRP_5_[60,INF) -0.00834 0.00834
2708 occupation_Sales native-country_El-Salvador -0.00834 0.00834
893 workclass_Self-emp-not-inc education-numGRP_5_[10,13] -0.00832 0.00832
4891 native-country_Japan education-numGRP_4_[8,10] -0.00832 0.00832
2415 occupation_Other-service native-country_Hong -0.00832 0.00832
2277 occupation_Handlers-cleaners native-country_Taiwan -0.0083 0.0083
4504 native-country_Haiti education-numGRP_2_[4,6] 0.0083 0.0083
852 workclass_Self-emp-not-inc native-country_Germany -0.0083 0.0083
3459 race_Black native-country_Germany -0.00829 0.00829
4168 native-country_Ecuador ageGRP_1_[0,20] -0.00829 0.00829
5246 native-country_Thailand hours-per-weekGRP_2_[20,40] -0.00829 0.00829
3794 native-country_? ageGRP_5_[50,60] -0.00829 0.00829
4748 native-country_Iran education-numGRP_3_[6,8] -0.00829 0.00829
2704 occupation_Sales native-country_Columbia -0.00827 0.00827
1260 marital-status_Married-AF-spouse ageGRP_4_[40,50] -0.00826 0.00826
5128 native-country_Portugal education-numGRP_5_[10,13] -0.00826 0.00826
3589 race_White native-country_Hungary 0.00825 0.00825
2174 occupation_Farming-fishing native-country_Guatemala 0.00825 0.00825
3750 native-country_? native-country_Canada -0.00825 0.00825
2167 occupation_Farming-fishing native-country_Dominican-Republic -0.00824 0.00824
995 workclass_Without-pay marital-status_Divorced -0.00824 0.00824
3156 relationship_Own-child native-country_Puerto-Rico -0.00824 0.00824
602 workclass_Never-worked education-numGRP_5_[10,13] -0.00823 0.00823
5212 native-country_Taiwan ageGRP_1_[0,20] -0.00823 0.00823
1205 marital-status_Married-AF-spouse relationship_Own-child -0.00823 0.00823
1581 marital-status_Separated native-country_El-Salvador 0.00822 0.00822
3387 race_Asian-Pac-Islander native-country_Canada -0.00822 0.00822
3282 relationship_Wife native-country_Mexico -0.00821 0.00821
2990 relationship_Not-in-family native-country_Columbia 0.0082 0.0082
1613 marital-status_Separated native-country_Vietnam -0.00819 0.00819
2856 occupation_Transport-moving native-country_Germany -0.00817 0.00817
1082 workclass_Without-pay education-numGRP_5_[10,13] -0.00817 0.00817
2634 occupation_Protective-serv native-country_El-Salvador -0.00815 0.00815
2642 occupation_Protective-serv native-country_Honduras 0.00815 0.00815
2991 relationship_Not-in-family native-country_Cuba -0.00814 0.00814
3262 relationship_Wife native-country_Dominican-Republic 0.00814 0.00814
3539 race_Other native-country_Peru 0.00813 0.00813
3559 race_Other education-numGRP_2_[4,6] 0.00813 0.00813
2795 occupation_Tech-support native-country_Italy -0.00812 0.00812
4202 native-country_El-Salvador native-country_Mexico -0.00811 0.00811
2840 occupation_Transport-moving race_Black 0.0081 0.0081
5216 native-country_Taiwan ageGRP_5_[50,60] -0.00809 0.00809
4181 native-country_Ecuador hours-per-weekGRP_2_[20,40] 0.00809 0.00809
357 workclass_Federal-gov native-country_Dominican-Republic -0.00809 0.00809
3132 relationship_Own-child native-country_England -0.00808 0.00808
3465 race_Black native-country_Hong -0.00808 0.00808
2425 occupation_Other-service native-country_Nicaragua 0.00807 0.00807
679 workclass_Private native-country_Poland 0.00807 0.00807
4508 native-country_Haiti education-numGRP_6_[13,16) -0.00806 0.00806
3398 race_Asian-Pac-Islander native-country_Guatemala -0.00806 0.00806
1700 marital-status_Widowed native-country_Vietnam -0.00805 0.00805
1132 marital-status_Divorced native-country_England 0.00804 0.00804
749 workclass_Self-emp-inc native-country_Columbia -0.00803 0.00803
2998 relationship_Not-in-family native-country_Greece -0.00802 0.00802
3592 race_White native-country_Ireland 0.00801 0.00801
1268 marital-status_Married-AF-spouse education-numGRP_6_[13,16) -0.00801 0.00801
1446 marital-status_Married-spouse-absent education-numGRP_3_[6,8] 0.008 0.008
5050 native-country_Peru hours-per-weekGRP_2_[20,40] 0.008 0.008
3781 native-country_? native-country_Puerto-Rico -0.008 0.008
4028 native-country_Columbia hours-per-weekGRP_5_[60,INF) -0.008 0.008
2365 occupation_Machine-op-inspct ageGRP_4_[40,50] 0.00799 0.00799
5217 native-country_Taiwan ageGRP_6_[60,INF) -0.00799 0.00799
4456 native-country_Guatemala ageGRP_4_[40,50] -0.00798 0.00798
741 workclass_Self-emp-inc race_Other -0.00797 0.00797
1266 marital-status_Married-AF-spouse education-numGRP_4_[8,10] 0.00797 0.00797
2645 occupation_Protective-serv native-country_India 0.00797 0.00797
2574 occupation_Prof-specialty native-country_Jamaica -0.00796 0.00796
2779 occupation_Tech-support native-country_Dominican-Republic -0.00795 0.00795
2892 occupation_Transport-moving ageGRP_6_[60,INF) -0.00793 0.00793
3605 race_White native-country_Scotland 0.00793 0.00793
1500 marital-status_Never-married native-country_Holand-Netherlands 0.00793 0.00793
3660 sex_Female native-country_Peru 0.00793 0.00793
3719 sex_Male native-country_Peru -0.00793 0.00793
1012 workclass_Without-pay occupation_Prof-specialty -0.00792 0.00792
2087 occupation_Exec-managerial native-country_Ecuador -0.00791 0.00791
2445 occupation_Other-service ageGRP_6_[60,INF) -0.00789 0.00789
2741 occupation_Sales native-country_Yugoslavia -0.00788 0.00788
4686 native-country_India native-country_Mexico -0.00788 0.00788
3356 race_Amer-Indian-Eskimo native-country_South 0.00788 0.00788
3705 sex_Male native-country_Holand-Netherlands -0.00788 0.00788
662 workclass_Private native-country_Haiti 0.00788 0.00788
3646 sex_Female native-country_Holand-Netherlands 0.00788 0.00788
1759 occupation_? native-country_Guatemala -0.00787 0.00787
4079 native-country_Cuba hours-per-weekGRP_3_[40,50] -0.00785 0.00785
4747 native-country_Iran education-numGRP_2_[4,6] -0.00784 0.00784
3492 race_Black ageGRP_3_[30,40] 0.00784 0.00784
263 workclass_? native-country_Guatemala -0.00784 0.00784
1006 workclass_Without-pay occupation_Exec-managerial -0.00783 0.00783
1856 occupation_Adm-clerical native-country_Laos 0.00782 0.00782
431 workclass_Local-gov occupation_Other-service -0.00781 0.00781
3057 relationship_Other-relative native-country_Canada -0.00781 0.00781
1654 marital-status_Widowed race_Asian-Pac-Islander -0.00781 0.00781
2479 occupation_Priv-house-serv native-country_Columbia 0.00781 0.00781
3418 race_Asian-Pac-Islander native-country_Puerto-Rico -0.0078 0.0078
753 workclass_Self-emp-inc native-country_El-Salvador -0.0078 0.0078
2021 occupation_Craft-repair native-country_Jamaica -0.0078 0.0078
4778 native-country_Ireland ageGRP_2_[20,30] 0.00779 0.00779
4635 native-country_Hong hours-per-weekGRP_1_[0,20] -0.00779 0.00779
1512 marital-status_Never-married native-country_Nicaragua 0.00779 0.00779
2426 occupation_Other-service native-country_Outlying-US(Guam-USVI-etc) 0.00778 0.00778
878 workclass_Self-emp-not-inc native-country_Thailand 0.00777 0.00777
2243 occupation_Handlers-cleaners native-country_Canada -0.00777 0.00777
2867 occupation_Transport-moving native-country_Italy -0.00776 0.00776
4122 native-country_Dominican-Republic ageGRP_6_[60,INF) -0.00775 0.00775
4625 native-country_Hong ageGRP_3_[30,40] 0.00775 0.00775
1273 marital-status_Married-AF-spouse hours-per-weekGRP_5_[60,INF) 0.00775 0.00775
3389 race_Asian-Pac-Islander native-country_Columbia -0.00774 0.00774
3756 native-country_? native-country_El-Salvador -0.00772 0.00772
1449 marital-status_Married-spouse-absent education-numGRP_6_[13,16) -0.00772 0.00772
1497 marital-status_Never-married native-country_Greece -0.00771 0.00771
253 workclass_? native-country_China 0.0077 0.0077
2506 occupation_Priv-house-serv native-country_Poland 0.0077 0.0077
2431 occupation_Other-service native-country_Puerto-Rico 0.0077 0.0077
1212 marital-status_Married-AF-spouse race_White 0.0077 0.0077
5049 native-country_Peru hours-per-weekGRP_1_[0,20] 0.0077 0.0077
4777 native-country_Ireland ageGRP_1_[0,20] -0.00768 0.00768
4049 native-country_Cuba native-country_Mexico -0.00768 0.00768
652 workclass_Private native-country_Columbia 0.00766 0.00766
595 workclass_Never-worked ageGRP_4_[40,50] -0.00766 0.00766
2877 occupation_Transport-moving native-country_Portugal -0.00766 0.00766
3485 race_Black native-country_Thailand -0.00766 0.00766
3473 race_Black native-country_Laos -0.00766 0.00766
1749 occupation_? native-country_China 0.00764 0.00764
2330 occupation_Machine-op-inspct native-country_France -0.00764 0.00764
5316 native-country_Yugoslavia education-numGRP_4_[8,10] -0.00763 0.00763
3231 relationship_Unmarried native-country_Yugoslavia -0.00763 0.00763
649 workclass_Private native-country_Cambodia 0.00763 0.00763
1842 occupation_Adm-clerical native-country_Germany 0.00762 0.00762
2261 occupation_Handlers-cleaners native-country_Iran -0.00762 0.00762
4815 native-country_Italy ageGRP_3_[30,40] -0.00762 0.00762
4592 native-country_Honduras education-numGRP_5_[10,13] -0.00762 0.00762
953 workclass_State-gov native-country_Hong 0.00762 0.00762
133 CapitalLossPositive occupation_Tech-support 0.00762 0.00762
3859 native-country_Cambodia hours-per-weekGRP_1_[0,20] -0.0076 0.0076
4078 native-country_Cuba hours-per-weekGRP_2_[20,40] 0.0076 0.0076
1841 occupation_Adm-clerical native-country_France -0.00759 0.00759
1637 marital-status_Widowed occupation_Farming-fishing -0.00759 0.00759
1513 marital-status_Never-married native-country_Outlying-US(Guam-USVI-etc) 0.00759 0.00759
3515 race_Other native-country_Cuba 0.00758 0.00758
398 workclass_Federal-gov ageGRP_6_[60,INF) -0.00757 0.00757
5218 native-country_Taiwan education-numGRP_1_[1,4] -0.00757 0.00757
2165 occupation_Farming-fishing native-country_Columbia -0.00756 0.00756
4455 native-country_Guatemala ageGRP_3_[30,40] -0.00756 0.00756
4512 native-country_Haiti hours-per-weekGRP_4_[50,60] -0.00756 0.00756
874 workclass_Self-emp-not-inc native-country_Puerto-Rico -0.00755 0.00755
3009 relationship_Not-in-family native-country_Jamaica 0.00755 0.00755
5444 education-numGRP_5_[10,13] hours-per-weekGRP_5_[60,INF) -0.00755 0.00755
5274 native-country_United-States ageGRP_3_[30,40] -0.00754 0.00754
2355 occupation_Machine-op-inspct native-country_South -0.00754 0.00754
2740 occupation_Sales native-country_Vietnam -0.00754 0.00754
3278 relationship_Wife native-country_Italy 0.00754 0.00754
156 CapitalLossPositive native-country_El-Salvador -0.00753 0.00753
4018 native-country_Columbia education-numGRP_1_[1,4] 0.00753 0.00753
1506 marital-status_Never-married native-country_Ireland 0.00753 0.00753
1859 occupation_Adm-clerical native-country_Outlying-US(Guam-USVI-etc) -0.00751 0.00751
4362 native-country_Germany ageGRP_1_[0,20] -0.0075 0.0075
4916 native-country_Laos ageGRP_2_[20,30] 0.0075 0.0075
3767 native-country_? native-country_India -0.00749 0.00749
5410 education-numGRP_1_[1,4] hours-per-weekGRP_1_[0,20] 0.00749 0.00749
3805 native-country_? hours-per-weekGRP_4_[50,60] 0.00748 0.00748
2797 occupation_Tech-support native-country_Japan -0.00748 0.00748
3258 relationship_Wife native-country_Canada 0.00748 0.00748
4251 native-country_England native-country_Mexico -0.00747 0.00747
4229 native-country_El-Salvador education-numGRP_6_[13,16) -0.00747 0.00747
62 CapitalGainPositive native-country_Hong -0.00747 0.00747
3718 sex_Male native-country_Outlying-US(Guam-USVI-etc) -0.00746 0.00746
2864 occupation_Transport-moving native-country_India -0.00746 0.00746
180 CapitalLossPositive native-country_Portugal -0.00746 0.00746
3659 sex_Female native-country_Outlying-US(Guam-USVI-etc) 0.00746 0.00746
3678 sex_Female ageGRP_6_[60,INF) -0.00745 0.00745
3737 sex_Male ageGRP_6_[60,INF) 0.00745 0.00745
1308 marital-status_Married-civ-spouse native-country_Canada 0.00744 0.00744
2999 relationship_Not-in-family native-country_Guatemala 0.00744 0.00744
3217 relationship_Unmarried native-country_Nicaragua 0.00742 0.00742
170 CapitalLossPositive native-country_Italy -0.00741 0.00741
2312 occupation_Machine-op-inspct relationship_Wife -0.00741 0.00741
4927 native-country_Laos hours-per-weekGRP_1_[0,20] -0.00739 0.00739
1014 workclass_Without-pay occupation_Sales -0.00737 0.00737
1306 marital-status_Married-civ-spouse native-country_? 0.00737 0.00737
4741 native-country_Iran ageGRP_2_[20,30] -0.00737 0.00737
2084 occupation_Exec-managerial native-country_Columbia -0.00736 0.00736
1374 marital-status_Married-spouse-absent occupation_Handlers-cleaners 0.00736 0.00736
1838 occupation_Adm-clerical native-country_Ecuador -0.00734 0.00734
5098 native-country_Poland education-numGRP_1_[1,4] 0.00733 0.00733
4898 native-country_Japan hours-per-weekGRP_5_[60,INF) 0.00732 0.00732
1150 marital-status_Divorced native-country_Nicaragua -0.00731 0.00731
3218 relationship_Unmarried native-country_Outlying-US(Guam-USVI-etc) 0.00731 0.00731
1758 occupation_? native-country_Greece -0.00731 0.00731
668 workclass_Private native-country_Iran -0.00731 0.00731
5096 native-country_Poland ageGRP_5_[50,60] 0.0073 0.0073
2702 occupation_Sales native-country_Canada -0.0073 0.0073
262 workclass_? native-country_Greece -0.0073 0.0073
3753 native-country_? native-country_Cuba -0.0073 0.0073
3275 relationship_Wife native-country_India -0.0073 0.0073
2032 occupation_Craft-repair native-country_Scotland -0.00729 0.00729
2038 occupation_Craft-repair native-country_Vietnam 0.00728 0.00728
1338 marital-status_Married-civ-spouse native-country_Portugal 0.00728 0.00728
3858 native-country_Cambodia education-numGRP_6_[13,16) -0.00728 0.00728
83 CapitalGainPositive native-country_Trinadad&Tobago -0.00728 0.00728
2114 occupation_Exec-managerial native-country_Scotland 0.00727 0.00727
3203 relationship_Unmarried native-country_Guatemala 0.00727 0.00727
4368 native-country_Germany education-numGRP_1_[1,4] -0.00727 0.00727
3502 race_Black hours-per-weekGRP_1_[0,20] -0.00726 0.00726
1699 marital-status_Widowed native-country_United-States 0.00726 0.00726
2669 occupation_Protective-serv ageGRP_2_[20,30] 0.00726 0.00726
26 CapitalGainPositive occupation_Priv-house-serv -0.00726 0.00726
3019 relationship_Not-in-family native-country_Puerto-Rico -0.00725 0.00725
5069 native-country_Philippines ageGRP_5_[50,60] -0.00724 0.00724
685 workclass_Private native-country_Thailand -0.00724 0.00724
1075 workclass_Without-pay ageGRP_4_[40,50] -0.00723 0.00723
2112 occupation_Exec-managerial native-country_Portugal -0.00723 0.00723
1903 occupation_Armed-Forces relationship_Not-in-family 0.00722 0.00722
3023 relationship_Not-in-family native-country_Thailand 0.00722 0.00722
3489 race_Black native-country_Yugoslavia -0.00722 0.00722
858 workclass_Self-emp-not-inc native-country_Hong -0.00721 0.00721
2055 occupation_Craft-repair hours-per-weekGRP_4_[50,60] -0.00721 0.00721
1487 marital-status_Never-married native-country_Canada -0.0072 0.0072
4638 native-country_Hong hours-per-weekGRP_4_[50,60] -0.0072 0.0072
3018 relationship_Not-in-family native-country_Portugal -0.00719 0.00719
1108 marital-status_Divorced occupation_Tech-support 0.00719 0.00719
4222 native-country_El-Salvador ageGRP_5_[50,60] -0.00719 0.00719
1445 marital-status_Married-spouse-absent education-numGRP_2_[4,6] 0.00718 0.00718
2341 occupation_Machine-op-inspct native-country_Ireland 0.00718 0.00718
1326 marital-status_Married-civ-spouse native-country_Iran 0.00717 0.00717
3540 race_Other native-country_Philippines -0.00717 0.00717
2885 occupation_Transport-moving native-country_Vietnam -0.00717 0.00717
2792 occupation_Tech-support native-country_India 0.00717 0.00717
437 workclass_Local-gov occupation_Transport-moving 0.00716 0.00716
1869 occupation_Adm-clerical native-country_Trinadad&Tobago 0.00715 0.00715
3133 relationship_Own-child native-country_France -0.00714 0.00714
1609 marital-status_Separated native-country_Taiwan -0.00714 0.00714
2620 occupation_Protective-serv race_Asian-Pac-Islander -0.00714 0.00714
1331 marital-status_Married-civ-spouse native-country_Laos 0.00713 0.00713
473 workclass_Local-gov native-country_Italy -0.00713 0.00713
2085 occupation_Exec-managerial native-country_Cuba 0.00713 0.00713
472 workclass_Local-gov native-country_Ireland -0.00712 0.00712
2311 occupation_Machine-op-inspct relationship_Unmarried 0.00712 0.00712
116 CapitalLossPositive marital-status_Married-spouse-absent -0.00712 0.00712
154 CapitalLossPositive native-country_Dominican-Republic -0.00712 0.00712
3060 relationship_Other-relative native-country_Cuba 0.00712 0.00712
2988 relationship_Not-in-family native-country_Canada 0.00711 0.00711
3757 native-country_? native-country_England -0.00711 0.00711
322 workclass_Federal-gov marital-status_Widowed 0.0071 0.0071
2718 occupation_Sales native-country_Hungary -0.0071 0.0071
5039 native-country_Peru ageGRP_3_[30,40] -0.0071 0.0071
4832 native-country_Jamaica native-country_Mexico -0.00709 0.00709
3147 relationship_Own-child native-country_Japan -0.00709 0.00709
82 CapitalGainPositive native-country_Thailand -0.00709 0.00709
2661 occupation_Protective-serv native-country_South -0.00708 0.00708
1342 marital-status_Married-civ-spouse native-country_Taiwan 0.00708 0.00708
3907 native-country_Canada ageGRP_5_[50,60] 0.00707 0.00707
4820 native-country_Italy education-numGRP_2_[4,6] -0.00707 0.00707
1521 marital-status_Never-married native-country_Taiwan 0.00706 0.00706
3472 race_Black native-country_Japan -0.00705 0.00705
1867 occupation_Adm-clerical native-country_Taiwan -0.00705 0.00705
4940 native-country_Mexico native-country_South -0.00704 0.00704
5177 native-country_Scotland education-numGRP_5_[10,13] -0.00703 0.00703
2197 occupation_Farming-fishing native-country_Taiwan -0.00703 0.00703
4081 native-country_Cuba hours-per-weekGRP_5_[60,INF) -0.00702 0.00702
1696 marital-status_Widowed native-country_Taiwan -0.00702 0.00702
2584 occupation_Prof-specialty native-country_Puerto-Rico -0.00702 0.00702
3862 native-country_Cambodia hours-per-weekGRP_4_[50,60] -0.00702 0.00702
3670 sex_Female native-country_United-States 0.00699 0.00699
3729 sex_Male native-country_United-States -0.00699 0.00699
673 workclass_Private native-country_Laos 0.00698 0.00698
4027 native-country_Columbia hours-per-weekGRP_4_[50,60] -0.00698 0.00698
22 CapitalGainPositive occupation_Farming-fishing -0.00697 0.00697
4882 native-country_Japan ageGRP_1_[0,20] -0.00697 0.00697
417 workclass_Local-gov marital-status_Married-AF-spouse -0.00697 0.00697
4502 native-country_Haiti ageGRP_6_[60,INF) -0.00697 0.00697
1105 marital-status_Divorced occupation_Prof-specialty -0.00696 0.00696
1417 marital-status_Married-spouse-absent native-country_Ireland 0.00696 0.00696
4779 native-country_Ireland ageGRP_3_[30,40] 0.00695 0.00695
4458 native-country_Guatemala ageGRP_6_[60,INF) -0.00695 0.00695
4746 native-country_Iran education-numGRP_1_[1,4] -0.00695 0.00695
3369 race_Amer-Indian-Eskimo education-numGRP_1_[1,4] 0.00693 0.00693
606 workclass_Never-worked hours-per-weekGRP_3_[40,50] -0.00693 0.00693
2117 occupation_Exec-managerial native-country_Thailand 0.00693 0.00693
3293 relationship_Wife native-country_Thailand 0.00692 0.00692
2770 occupation_Tech-support race_White 0.00692 0.00692
2703 occupation_Sales native-country_China -0.00692 0.00692
3202 relationship_Unmarried native-country_Greece -0.00692 0.00692
4626 native-country_Hong ageGRP_4_[40,50] -0.00691 0.00691
664 workclass_Private native-country_Honduras -0.0069 0.0069
1327 marital-status_Married-civ-spouse native-country_Ireland -0.0069 0.0069
387 workclass_Federal-gov native-country_Taiwan -0.0069 0.0069
5073 native-country_Philippines education-numGRP_3_[6,8] -0.00689 0.00689
2351 occupation_Machine-op-inspct native-country_Poland 0.00689 0.00689
4628 native-country_Hong ageGRP_6_[60,INF) -0.00689 0.00689
3694 sex_Male native-country_Columbia -0.00688 0.00688
3635 sex_Female native-country_Columbia 0.00688 0.00688
3208 relationship_Unmarried native-country_Hungary -0.00688 0.00688
5321 native-country_Yugoslavia hours-per-weekGRP_3_[40,50] -0.00688 0.00688
3124 relationship_Own-child native-country_Cambodia -0.00687 0.00687
4816 native-country_Italy ageGRP_4_[40,50] 0.00687 0.00687
5129 native-country_Portugal education-numGRP_6_[13,16) -0.00687 0.00687
3213 relationship_Unmarried native-country_Jamaica 0.00687 0.00687
3161 relationship_Own-child native-country_Trinadad&Tobago -0.00687 0.00687
1436 marital-status_Married-spouse-absent native-country_Vietnam 0.00686 0.00686
2629 occupation_Protective-serv native-country_China -0.00685 0.00685
866 workclass_Self-emp-not-inc native-country_Laos -0.00684 0.00684
4990 native-country_Nicaragua hours-per-weekGRP_1_[0,20] -0.00684 0.00684
4930 native-country_Laos hours-per-weekGRP_4_[50,60] -0.00683 0.00683
675 workclass_Private native-country_Nicaragua 0.00683 0.00683
2734 occupation_Sales native-country_Scotland -0.00682 0.00682
2249 occupation_Handlers-cleaners native-country_El-Salvador 0.00682 0.00682
3580 race_White native-country_England 0.00682 0.00682
3942 native-country_China native-country_Mexico -0.00682 0.00682
982 workclass_State-gov ageGRP_5_[50,60] 0.00681 0.00681
4323 native-country_France education-numGRP_3_[6,8] -0.00681 0.00681
1194 marital-status_Married-AF-spouse occupation_Machine-op-inspct -0.00681 0.00681
5236 native-country_Thailand ageGRP_4_[40,50] 0.00681 0.00681
2247 occupation_Handlers-cleaners native-country_Dominican-Republic 0.00679 0.00679
2857 occupation_Transport-moving native-country_Greece -0.00678 0.00678
2855 occupation_Transport-moving native-country_France -0.00678 0.00678
3010 relationship_Not-in-family native-country_Japan 0.00677 0.00677
2331 occupation_Machine-op-inspct native-country_Germany -0.00676 0.00676
2648 occupation_Protective-serv native-country_Italy -0.00676 0.00676
1332 marital-status_Married-civ-spouse native-country_Mexico 0.00676 0.00676
3918 native-country_Canada hours-per-weekGRP_4_[50,60] 0.00676 0.00676
3731 sex_Male native-country_Yugoslavia 0.00675 0.00675
5045 native-country_Peru education-numGRP_3_[6,8] 0.00675 0.00675
3672 sex_Female native-country_Yugoslavia -0.00675 0.00675
3269 relationship_Wife native-country_Guatemala -0.00674 0.00674
3771 native-country_? native-country_Jamaica -0.00674 0.00674
4797 native-country_Italy native-country_Mexico -0.00673 0.00673
186 CapitalLossPositive native-country_Trinadad&Tobago 0.00672 0.00672
149 CapitalLossPositive native-country_Cambodia 0.00672 0.00672
3048 relationship_Other-relative race_Amer-Indian-Eskimo 0.00671 0.00671
2200 occupation_Farming-fishing native-country_United-States -0.00671 0.00671
3783 native-country_? native-country_South -0.0067 0.0067
1682 marital-status_Widowed native-country_Italy 0.0067 0.0067
2736 occupation_Sales native-country_Taiwan -0.00669 0.00669
2481 occupation_Priv-house-serv native-country_Dominican-Republic 0.00668 0.00668
5318 native-country_Yugoslavia education-numGRP_6_[13,16) -0.00668 0.00668
2113 occupation_Exec-managerial native-country_Puerto-Rico -0.00666 0.00666
2468 occupation_Priv-house-serv race_Amer-Indian-Eskimo -0.00666 0.00666
4178 native-country_Ecuador education-numGRP_5_[10,13] -0.00665 0.00665
1767 occupation_? native-country_Ireland -0.00665 0.00665
1181 marital-status_Divorced hours-per-weekGRP_5_[60,INF) -0.00664 0.00664
3797 native-country_? education-numGRP_2_[4,6] -0.00664 0.00664
1526 marital-status_Never-married native-country_Yugoslavia -0.00664 0.00664
271 workclass_? native-country_Ireland -0.00664 0.00664
3198 relationship_Unmarried native-country_El-Salvador 0.00663 0.00663
2572 occupation_Prof-specialty native-country_Ireland 0.00662 0.00662
3027 relationship_Not-in-family native-country_Yugoslavia -0.00662 0.00662
890 workclass_Self-emp-not-inc education-numGRP_2_[4,6] -0.00662 0.00662
1097 marital-status_Divorced occupation_Armed-Forces -0.00661 0.00661
4982 native-country_Nicaragua ageGRP_5_[50,60] -0.0066 0.0066
158 CapitalLossPositive native-country_France -0.0066 0.0066
4275 native-country_England education-numGRP_3_[6,8] -0.0066 0.0066
1873 occupation_Adm-clerical ageGRP_1_[0,20] 0.00659 0.00659
4101 native-country_Dominican-Republic native-country_Mexico -0.00659 0.00659
4467 native-country_Guatemala hours-per-weekGRP_3_[40,50] -0.00659 0.00659
4851 native-country_Jamaica ageGRP_4_[40,50] -0.00657 0.00657
1346 marital-status_Married-civ-spouse native-country_Vietnam -0.00655 0.00655
1191 marital-status_Married-AF-spouse occupation_Exec-managerial -0.00655 0.00655
3619 race_White education-numGRP_1_[1,4] -0.00654 0.00654
161 CapitalLossPositive native-country_Guatemala -0.00653 0.00653
5238 native-country_Thailand ageGRP_6_[60,INF) -0.00653 0.00653
4920 native-country_Laos ageGRP_6_[60,INF) -0.00653 0.00653
3963 native-country_China ageGRP_6_[60,INF) 0.00653 0.00653
2175 occupation_Farming-fishing native-country_Haiti -0.00653 0.00653
46 CapitalGainPositive native-country_Cambodia 0.00652 0.00652
5020 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_1_[0,20] -0.00652 0.00652
3466 race_Black native-country_Hungary -0.00651 0.00651
2730 occupation_Sales native-country_Philippines -0.00651 0.00651
4218 native-country_El-Salvador ageGRP_1_[0,20] 0.0065 0.0065
1785 occupation_? native-country_United-States 0.0065 0.0065
1379 marital-status_Married-spouse-absent occupation_Protective-serv -0.0065 0.0065
3751 native-country_? native-country_China -0.00649 0.00649
5371 ageGRP_4_[40,50] education-numGRP_1_[1,4] -0.00649 0.00649
5037 native-country_Peru ageGRP_1_[0,20] 0.00649 0.00649
155 CapitalLossPositive native-country_Ecuador -0.00649 0.00649
1398 marital-status_Married-spouse-absent native-country_Canada 0.00649 0.00649
542 workclass_Never-worked relationship_Wife 0.00649 0.00649
5071 native-country_Philippines education-numGRP_1_[1,4] 0.00648 0.00648
2666 occupation_Protective-serv native-country_Vietnam -0.00648 0.00648
3209 relationship_Unmarried native-country_India -0.00647 0.00647
3294 relationship_Wife native-country_Trinadad&Tobago 0.00645 0.00645
4945 native-country_Mexico native-country_Vietnam -0.00645 0.00645
845 workclass_Self-emp-not-inc native-country_Columbia 0.00645 0.00645
2181 occupation_Farming-fishing native-country_Iran -0.00645 0.00645
4322 native-country_France education-numGRP_2_[4,6] -0.00644 0.00644
5205 native-country_South hours-per-weekGRP_4_[50,60] 0.00643 0.00643
218 workclass_? marital-status_Married-spouse-absent 0.00642 0.00642
1195 marital-status_Married-AF-spouse occupation_Other-service 0.00641 0.00641
3442 race_Asian-Pac-Islander hours-per-weekGRP_4_[50,60] -0.00641 0.00641
365 workclass_Federal-gov native-country_Haiti -0.00641 0.00641
3230 relationship_Unmarried native-country_Vietnam 0.00641 0.00641
3256 relationship_Wife native-country_? 0.00641 0.00641
2505 occupation_Priv-house-serv native-country_Philippines 0.0064 0.0064
3770 native-country_? native-country_Italy -0.0064 0.0064
2403 occupation_Other-service native-country_Cuba 0.00639 0.00639
5133 native-country_Portugal hours-per-weekGRP_4_[50,60] -0.00639 0.00639
1003 workclass_Without-pay occupation_Adm-clerical 0.00638 0.00638
5182 native-country_Scotland hours-per-weekGRP_4_[50,60] 0.00637 0.00637
2422 occupation_Other-service native-country_Japan 0.00637 0.00637
1897 occupation_Armed-Forces occupation_Prof-specialty -0.00635 0.00635
3742 sex_Male education-numGRP_5_[10,13] 0.00635 0.00635
3683 sex_Female education-numGRP_5_[10,13] -0.00635 0.00635
1961 occupation_Armed-Forces ageGRP_5_[50,60] -0.00634 0.00634
4894 native-country_Japan hours-per-weekGRP_1_[0,20] -0.00634 0.00634
3127 relationship_Own-child native-country_Columbia -0.00634 0.00634
452 workclass_Local-gov native-country_Cambodia -0.00633 0.00633
600 workclass_Never-worked education-numGRP_3_[6,8] 0.00633 0.00633
2016 occupation_Craft-repair native-country_Hungary 0.00632 0.00632
616 workclass_Private marital-status_Married-spouse-absent 0.00632 0.00632
1890 occupation_Armed-Forces occupation_Craft-repair -0.00631 0.00631
1368 marital-status_Married-spouse-absent occupation_? 0.00631 0.00631
2787 occupation_Tech-support native-country_Haiti -0.0063 0.0063
4437 native-country_Guatemala native-country_Mexico -0.0063 0.0063
3720 sex_Male native-country_Philippines -0.0063 0.0063
3661 sex_Female native-country_Philippines 0.0063 0.0063
965 workclass_State-gov native-country_Peru -0.00629 0.00629
3960 native-country_China ageGRP_3_[30,40] 0.00628 0.00628
2937 relationship_Husband native-country_Ireland -0.00628 0.00628
1891 occupation_Armed-Forces occupation_Exec-managerial -0.00628 0.00628
2796 occupation_Tech-support native-country_Jamaica 0.00627 0.00627
681 workclass_Private native-country_Puerto-Rico 0.00627 0.00627
3754 native-country_? native-country_Dominican-Republic -0.00627 0.00627
2251 occupation_Handlers-cleaners native-country_France -0.00626 0.00626
220 workclass_? marital-status_Separated 0.00626 0.00626
3482 race_Black native-country_Scotland -0.00626 0.00626
1083 workclass_Without-pay education-numGRP_6_[13,16) -0.00625 0.00625
73 CapitalGainPositive native-country_Outlying-US(Guam-USVI-etc) -0.00625 0.00625
5019 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_6_[13,16) -0.00625 0.00625
1840 occupation_Adm-clerical native-country_England -0.00625 0.00625
5261 native-country_Trinadad&Tobago education-numGRP_3_[6,8] 0.00623 0.00623
1994 occupation_Craft-repair race_Other -0.00623 0.00623
3458 race_Black native-country_France -0.00623 0.00623
3394 race_Asian-Pac-Islander native-country_England -0.00623 0.00623
4283 native-country_England hours-per-weekGRP_5_[60,INF) 0.00623 0.00623
2733 occupation_Sales native-country_Puerto-Rico -0.00623 0.00623
2569 occupation_Prof-specialty native-country_Hungary 0.00622 0.00622
3260 relationship_Wife native-country_Columbia -0.00621 0.00621
3084 relationship_Other-relative native-country_Peru 0.00621 0.00621
4854 native-country_Jamaica education-numGRP_1_[1,4] -0.0062 0.0062
2544 occupation_Prof-specialty race_Amer-Indian-Eskimo -0.0062 0.0062
1902 occupation_Armed-Forces relationship_Husband -0.0062 0.0062
4866 native-country_Japan native-country_Mexico -0.0062 0.0062
119 CapitalLossPositive marital-status_Widowed -0.0062 0.0062
289 workclass_? native-country_United-States 0.00619 0.00619
3793 native-country_? ageGRP_4_[40,50] 0.00619 0.00619
1864 occupation_Adm-clerical native-country_Puerto-Rico 0.00618 0.00618
2866 occupation_Transport-moving native-country_Ireland -0.00617 0.00617
2329 occupation_Machine-op-inspct native-country_England -0.00617 0.00617
1439 marital-status_Married-spouse-absent ageGRP_2_[20,30] -0.00616 0.00616
2936 relationship_Husband native-country_Iran 0.00616 0.00616
4373 native-country_Germany education-numGRP_6_[13,16) 0.00616 0.00616
4705 native-country_India ageGRP_4_[40,50] 0.00616 0.00616
488 workclass_Local-gov native-country_Thailand -0.00616 0.00616
2011 occupation_Craft-repair native-country_Guatemala 0.00615 0.00615
2018 occupation_Craft-repair native-country_Iran -0.00615 0.00615
167 CapitalLossPositive native-country_India 0.00615 0.00615
2657 occupation_Protective-serv native-country_Poland -0.00613 0.00613
1133 marital-status_Divorced native-country_France 0.00613 0.00613
1858 occupation_Adm-clerical native-country_Nicaragua 0.00613 0.00613
3788 native-country_? native-country_Vietnam -0.00613 0.00613
1418 marital-status_Married-spouse-absent native-country_Italy 0.00613 0.00613
5196 native-country_South education-numGRP_1_[1,4] -0.00612 0.00612
1106 marital-status_Divorced occupation_Protective-serv -0.00612 0.00612
5363 ageGRP_3_[30,40] education-numGRP_6_[13,16) 0.00611 0.00611
3277 relationship_Wife native-country_Ireland -0.00611 0.00611
179 CapitalLossPositive native-country_Poland -0.00611 0.00611
4936 native-country_Mexico native-country_Poland -0.0061 0.0061
4422 native-country_Greece hours-per-weekGRP_3_[40,50] -0.0061 0.0061
772 workclass_Self-emp-inc native-country_Nicaragua -0.00609 0.00609
4582 native-country_Honduras ageGRP_1_[0,20] 0.00609 0.00609
948 workclass_State-gov native-country_Greece -0.00608 0.00608
2630 occupation_Protective-serv native-country_Columbia -0.00608 0.00608
1545 marital-status_Separated occupation_? 0.00608 0.00608
4994 native-country_Nicaragua hours-per-weekGRP_5_[60,INF) -0.00607 0.00607
2950 relationship_Husband native-country_Scotland -0.00607 0.00607
4886 native-country_Japan ageGRP_5_[50,60] -0.00606 0.00606
1311 marital-status_Married-civ-spouse native-country_Cuba 0.00606 0.00606
1265 marital-status_Married-AF-spouse education-numGRP_3_[6,8] -0.00606 0.00606
3996 native-country_Columbia native-country_Mexico -0.00605 0.00605
4421 native-country_Greece hours-per-weekGRP_2_[20,40] -0.00605 0.00605
5118 native-country_Portugal ageGRP_1_[0,20] -0.00605 0.00605
2983 relationship_Not-in-family race_White 0.00604 0.00604
805 workclass_Self-emp-not-inc workclass_Without-pay -0.00603 0.00603
4674 native-country_Hungary education-numGRP_6_[13,16) -0.00602 0.00602
1805 occupation_Adm-clerical occupation_Armed-Forces -0.00602 0.00602
61 CapitalGainPositive native-country_Honduras -0.00602 0.00602
768 workclass_Self-emp-inc native-country_Jamaica -0.00602 0.00602
3365 race_Amer-Indian-Eskimo ageGRP_3_[30,40] 0.00601 0.00601
1746 occupation_? native-country_? -0.00601 0.00601
152 CapitalLossPositive native-country_Columbia -0.006 0.006
3323 race_Amer-Indian-Eskimo native-country_Canada -0.006 0.006
1514 marital-status_Never-married native-country_Peru 0.006 0.006
4889 native-country_Japan education-numGRP_2_[4,6] -0.006 0.006
1405 marital-status_Married-spouse-absent native-country_England -0.006 0.006
3625 race_White hours-per-weekGRP_1_[0,20] 0.00599 0.00599
3761 native-country_? native-country_Guatemala -0.00599 0.00599
1639 marital-status_Widowed occupation_Machine-op-inspct -0.00599 0.00599
2663 occupation_Protective-serv native-country_Thailand 0.00599 0.00599
239 workclass_? relationship_Other-relative 0.00599 0.00599
4864 native-country_Jamaica hours-per-weekGRP_5_[60,INF) -0.00598 0.00598
943 workclass_State-gov native-country_Ecuador -0.00598 0.00598
184 CapitalLossPositive native-country_Taiwan 0.00597 0.00597
1343 marital-status_Married-civ-spouse native-country_Thailand -0.00597 0.00597
2433 occupation_Other-service native-country_South 0.00597 0.00597
1403 marital-status_Married-spouse-absent native-country_Ecuador 0.00596 0.00596
5022 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_3_[40,50] -0.00596 0.00596
4267 native-country_England ageGRP_1_[0,20] -0.00595 0.00595
3087 relationship_Other-relative native-country_Portugal -0.00594 0.00594
4279 native-country_England hours-per-weekGRP_1_[0,20] 0.00594 0.00594
2170 occupation_Farming-fishing native-country_England -0.00594 0.00594
3249 relationship_Wife race_Amer-Indian-Eskimo 0.00593 0.00593
4780 native-country_Ireland ageGRP_4_[40,50] -0.00592 0.00592
1899 occupation_Armed-Forces occupation_Sales -0.00591 0.00591
3066 relationship_Other-relative native-country_Germany -0.00591 0.00591
250 workclass_? native-country_? -0.0059 0.0059
3772 native-country_? native-country_Japan -0.0059 0.0059
2419 occupation_Other-service native-country_Ireland 0.0059 0.0059
4133 native-country_Dominican-Republic hours-per-weekGRP_5_[60,INF) 0.0059 0.0059
4419 native-country_Greece education-numGRP_6_[13,16) 0.0059 0.0059
2800 occupation_Tech-support native-country_Nicaragua 0.00589 0.00589
5227 native-country_Taiwan hours-per-weekGRP_4_[50,60] 0.00589 0.00589
114 CapitalLossPositive marital-status_Married-AF-spouse -0.00588 0.00588
2217 occupation_Farming-fishing hours-per-weekGRP_3_[40,50] 0.00588 0.00588
2007 occupation_Craft-repair native-country_England -0.00587 0.00587
4857 native-country_Jamaica education-numGRP_4_[8,10] 0.00587 0.00587
650 workclass_Private native-country_Canada -0.00587 0.00587
3412 race_Asian-Pac-Islander native-country_Nicaragua -0.00587 0.00587
5008 native-country_Outlying-US(Guam-USVI-etc) ageGRP_1_[0,20] -0.00586 0.00586
2361 occupation_Machine-op-inspct native-country_Yugoslavia 0.00586 0.00586
3064 relationship_Other-relative native-country_England -0.00586 0.00586
1751 occupation_? native-country_Cuba -0.00586 0.00586
58 CapitalGainPositive native-country_Guatemala -0.00585 0.00585
1172 marital-status_Divorced education-numGRP_2_[4,6] -0.00584 0.00584
4993 native-country_Nicaragua hours-per-weekGRP_4_[50,60] -0.00584 0.00584
2720 occupation_Sales native-country_Iran 0.00584 0.00584
5255 native-country_Trinadad&Tobago ageGRP_3_[30,40] 0.00582 0.00582
547 workclass_Never-worked race_White -0.00582 0.00582
255 workclass_? native-country_Cuba -0.00582 0.00582
774 workclass_Self-emp-inc native-country_Peru -0.00582 0.00582
2791 occupation_Tech-support native-country_Hungary 0.00582 0.00582
4024 native-country_Columbia hours-per-weekGRP_1_[0,20] -0.00582 0.00582
1735 occupation_? relationship_Other-relative 0.00581 0.00581
3779 native-country_? native-country_Poland -0.0058 0.0058
5053 native-country_Peru hours-per-weekGRP_5_[60,INF) -0.0058 0.0058
2580 occupation_Prof-specialty native-country_Peru -0.0058 0.0058
2340 occupation_Machine-op-inspct native-country_Iran -0.00579 0.00579
5178 native-country_Scotland education-numGRP_6_[13,16) 0.00579 0.00579
5099 native-country_Poland education-numGRP_2_[4,6] -0.00579 0.00579
976 workclass_State-gov native-country_Vietnam -0.00579 0.00579
2805 occupation_Tech-support native-country_Portugal -0.00578 0.00578
1307 marital-status_Married-civ-spouse native-country_Cambodia 0.00577 0.00577
2696 occupation_Sales race_Other -0.00576 0.00576
4174 native-country_Ecuador education-numGRP_1_[1,4] 0.00576 0.00576
4883 native-country_Japan ageGRP_2_[20,30] -0.00576 0.00576
2498 occupation_Priv-house-serv native-country_Jamaica 0.00575 0.00575
3102 relationship_Other-relative ageGRP_6_[60,INF) -0.00575 0.00575
3752 native-country_? native-country_Columbia -0.00575 0.00575
1406 marital-status_Married-spouse-absent native-country_France 0.00574 0.00574
5265 native-country_Trinadad&Tobago hours-per-weekGRP_1_[0,20] 0.00574 0.00574
2188 occupation_Farming-fishing native-country_Nicaragua -0.00574 0.00574
4331 native-country_France hours-per-weekGRP_5_[60,INF) 0.00574 0.00574
2709 occupation_Sales native-country_England -0.00573 0.00573
1264 marital-status_Married-AF-spouse education-numGRP_2_[4,6] -0.00573 0.00573
4897 native-country_Japan hours-per-weekGRP_4_[50,60] 0.00573 0.00573
2777 occupation_Tech-support native-country_Columbia 0.00572 0.00572
4627 native-country_Hong ageGRP_5_[50,60] -0.00572 0.00572
1906 occupation_Armed-Forces relationship_Unmarried -0.00572 0.00572
4321 native-country_France education-numGRP_1_[1,4] -0.00571 0.00571
2027 occupation_Craft-repair native-country_Peru -0.00571 0.00571
5048 native-country_Peru education-numGRP_6_[13,16) -0.0057 0.0057
1607 marital-status_Separated native-country_Scotland 0.0057 0.0057
3903 native-country_Canada ageGRP_1_[0,20] -0.0057 0.0057
1491 marital-status_Never-married native-country_Dominican-Republic 0.0057 0.0057
74 CapitalGainPositive native-country_Peru -0.0057 0.0057
4856 native-country_Jamaica education-numGRP_3_[6,8] 0.00569 0.00569
1827 occupation_Adm-clerical race_Other -0.00568 0.00568
4274 native-country_England education-numGRP_2_[4,6] -0.00568 0.00568
3656 sex_Female native-country_Laos 0.00568 0.00568
3715 sex_Male native-country_Laos -0.00568 0.00568
1954 occupation_Armed-Forces native-country_United-States 0.00567 0.00567
5047 native-country_Peru education-numGRP_5_[10,13] -0.00567 0.00567
4678 native-country_Hungary hours-per-weekGRP_4_[50,60] 0.00567 0.00567
2662 occupation_Protective-serv native-country_Taiwan -0.00565 0.00565
4663 native-country_Hungary ageGRP_1_[0,20] -0.00565 0.00565
2115 occupation_Exec-managerial native-country_South 0.00565 0.00565
2265 occupation_Handlers-cleaners native-country_Japan -0.00564 0.00564
150 CapitalLossPositive native-country_Canada 0.00564 0.00564
1695 marital-status_Widowed native-country_South 0.00563 0.00563
2420 occupation_Other-service native-country_Italy 0.00563 0.00563
29 CapitalGainPositive occupation_Sales 0.00563 0.00563
2862 occupation_Transport-moving native-country_Hong -0.00563 0.00563
2004 occupation_Craft-repair native-country_Dominican-Republic -0.00562 0.00562
4941 native-country_Mexico native-country_Taiwan -0.00562 0.00562
3329 race_Amer-Indian-Eskimo native-country_El-Salvador -0.00561 0.00561
532 workclass_Never-worked occupation_Prof-specialty -0.0056 0.0056
3414 race_Asian-Pac-Islander native-country_Peru -0.0056 0.0056
5305 native-country_Vietnam hours-per-weekGRP_4_[50,60] -0.0056 0.0056
596 workclass_Never-worked ageGRP_5_[50,60] -0.00559 0.00559
4317 native-country_France ageGRP_3_[30,40] 0.00559 0.00559
1556 marital-status_Separated occupation_Protective-serv -0.00558 0.00558
1895 occupation_Armed-Forces occupation_Other-service -0.00558 0.00558
2262 occupation_Handlers-cleaners native-country_Ireland 0.00558 0.00558
1193 marital-status_Married-AF-spouse occupation_Handlers-cleaners -0.00557 0.00557
689 workclass_Private native-country_Yugoslavia 0.00557 0.00557
525 workclass_Never-worked occupation_Craft-repair -0.00556 0.00556
1130 marital-status_Divorced native-country_Ecuador -0.00556 0.00556
665 workclass_Private native-country_Hong 0.00555 0.00555
3708 sex_Male native-country_Hungary -0.00555 0.00555
3649 sex_Female native-country_Hungary 0.00555 0.00555
4587 native-country_Honduras ageGRP_6_[60,INF) -0.00555 0.00555
1160 marital-status_Divorced native-country_Thailand -0.00554 0.00554
2015 occupation_Craft-repair native-country_Hong 0.00554 0.00554
526 workclass_Never-worked occupation_Exec-managerial -0.00554 0.00554
748 workclass_Self-emp-inc native-country_China -0.00553 0.00553
957 workclass_State-gov native-country_Ireland -0.00553 0.00553
752 workclass_Self-emp-inc native-country_Ecuador -0.00553 0.00553
2020 occupation_Craft-repair native-country_Italy 0.0055 0.0055
2846 occupation_Transport-moving native-country_Cambodia -0.00549 0.00549
1139 marital-status_Divorced native-country_Honduras 0.00549 0.00549
670 workclass_Private native-country_Italy -0.00549 0.00549
1689 marital-status_Widowed native-country_Peru -0.00548 0.00548
2190 occupation_Farming-fishing native-country_Peru -0.00548 0.00548
3073 relationship_Other-relative native-country_Hungary 0.00547 0.00547
3071 relationship_Other-relative native-country_Honduras 0.00547 0.00547
2727 occupation_Sales native-country_Nicaragua -0.00546 0.00546
4596 native-country_Honduras hours-per-weekGRP_3_[40,50] -0.00546 0.00546
3195 relationship_Unmarried native-country_Cuba 0.00545 0.00545
1072 workclass_Without-pay ageGRP_1_[0,20] 0.00545 0.00545
3340 race_Amer-Indian-Eskimo native-country_India -0.00545 0.00545
415 workclass_Local-gov workclass_Without-pay -0.00544 0.00544
3117 relationship_Own-child race_Asian-Pac-Islander 0.00544 0.00544
1787 occupation_? native-country_Yugoslavia -0.00543 0.00543
419 workclass_Local-gov marital-status_Married-spouse-absent -0.00542 0.00542
5414 education-numGRP_1_[1,4] hours-per-weekGRP_5_[60,INF) 0.00542 0.00542
2555 occupation_Prof-specialty native-country_Columbia -0.00542 0.00542
291 workclass_? native-country_Yugoslavia -0.00542 0.00542
3395 race_Asian-Pac-Islander native-country_France -0.00542 0.00542
994 workclass_State-gov hours-per-weekGRP_5_[60,INF) -0.00541 0.00541
2111 occupation_Exec-managerial native-country_Poland -0.0054 0.0054
2589 occupation_Prof-specialty native-country_Trinadad&Tobago -0.0054 0.0054
5159 native-country_Puerto-Rico hours-per-weekGRP_5_[60,INF) -0.0054 0.0054
3008 relationship_Not-in-family native-country_Italy -0.00539 0.00539
4409 native-country_Greece ageGRP_2_[20,30] -0.00539 0.00539
380 workclass_Federal-gov native-country_Peru -0.00538 0.00538
1583 marital-status_Separated native-country_France -0.00538 0.00538
1585 marital-status_Separated native-country_Greece -0.00538 0.00538
3851 native-country_Cambodia ageGRP_5_[50,60] -0.00538 0.00538
2687 occupation_Sales relationship_Husband 0.00537 0.00537
2157 occupation_Farming-fishing race_Other 0.00536 0.00536
1431 marital-status_Married-spouse-absent native-country_South 0.00536 0.00536
2762 occupation_Tech-support relationship_Other-relative -0.00535 0.00535
3784 native-country_? native-country_Taiwan -0.00535 0.00535
2870 occupation_Transport-moving native-country_Laos -0.00534 0.00534
2882 occupation_Transport-moving native-country_Thailand -0.00534 0.00534
864 workclass_Self-emp-not-inc native-country_Jamaica -0.00533 0.00533
1425 marital-status_Married-spouse-absent native-country_Peru 0.00533 0.00533
1687 marital-status_Widowed native-country_Nicaragua 0.00533 0.00533
2643 occupation_Protective-serv native-country_Hong 0.00533 0.00533
3392 race_Asian-Pac-Islander native-country_Ecuador -0.00533 0.00533
2925 relationship_Husband native-country_England -0.00532 0.00532
737 workclass_Self-emp-inc relationship_Wife -0.00532 0.00532
2348 occupation_Machine-op-inspct native-country_Outlying-US(Guam-USVI-etc) -0.00531 0.00531
3371 race_Amer-Indian-Eskimo education-numGRP_3_[6,8] 0.00531 0.00531
3326 race_Amer-Indian-Eskimo native-country_Cuba -0.00531 0.00531
523 workclass_Never-worked occupation_Adm-clerical -0.00531 0.00531
2173 occupation_Farming-fishing native-country_Greece -0.0053 0.0053
4637 native-country_Hong hours-per-weekGRP_3_[40,50] -0.00529 0.00529
1580 marital-status_Separated native-country_Ecuador -0.00529 0.00529
4983 native-country_Nicaragua ageGRP_6_[60,INF) -0.00529 0.00529
2081 occupation_Exec-managerial native-country_Cambodia -0.00528 0.00528
2118 occupation_Exec-managerial native-country_Trinadad&Tobago -0.00528 0.00528
1683 marital-status_Widowed native-country_Jamaica -0.00527 0.00527
3806 native-country_? hours-per-weekGRP_5_[60,INF) 0.00527 0.00527
3700 sex_Male native-country_France -0.00527 0.00527
2430 occupation_Other-service native-country_Portugal -0.00527 0.00527
3641 sex_Female native-country_France 0.00527 0.00527
3065 relationship_Other-relative native-country_France -0.00526 0.00526
835 workclass_Self-emp-not-inc race_Asian-Pac-Islander -0.00526 0.00526
5077 native-country_Philippines hours-per-weekGRP_1_[0,20] -0.00525 0.00525
1766 occupation_? native-country_Iran -0.00525 0.00525
5052 native-country_Peru hours-per-weekGRP_4_[50,60] -0.00525 0.00525
5201 native-country_South education-numGRP_6_[13,16) 0.00525 0.00525
469 workclass_Local-gov native-country_Hungary -0.00524 0.00524
2205 occupation_Farming-fishing ageGRP_3_[30,40] -0.00523 0.00523
1851 occupation_Adm-clerical native-country_Iran -0.00523 0.00523
4715 native-country_India hours-per-weekGRP_2_[20,40] -0.00523 0.00523
2241 occupation_Handlers-cleaners native-country_? -0.00523 0.00523
1443 marital-status_Married-spouse-absent ageGRP_6_[60,INF) -0.00522 0.00522
3919 native-country_Canada hours-per-weekGRP_5_[60,INF) 0.00522 0.00522
270 workclass_? native-country_Iran -0.00522 0.00522
4481 native-country_Haiti native-country_Mexico -0.00522 0.00522
2563 occupation_Prof-specialty native-country_Greece -0.00521 0.00521
48 CapitalGainPositive native-country_China -0.00521 0.00521
534 workclass_Never-worked occupation_Sales -0.00521 0.00521
3854 native-country_Cambodia education-numGRP_2_[4,6] -0.00521 0.00521
2250 occupation_Handlers-cleaners native-country_England -0.00521 0.00521
2168 occupation_Farming-fishing native-country_Ecuador -0.00521 0.00521
363 workclass_Federal-gov native-country_Greece -0.0052 0.0052
173 CapitalLossPositive native-country_Laos -0.0052 0.0052
5423 education-numGRP_2_[4,6] hours-per-weekGRP_5_[60,INF) -0.0052 0.0052
2258 occupation_Handlers-cleaners native-country_Hong -0.0052 0.0052
185 CapitalLossPositive native-country_Thailand -0.0052 0.0052
2646 occupation_Protective-serv native-country_Iran -0.00519 0.00519
3634 sex_Female native-country_China -0.00519 0.00519
3693 sex_Male native-country_China 0.00519 0.00519
4783 native-country_Ireland education-numGRP_1_[1,4] -0.00519 0.00519
3965 native-country_China education-numGRP_2_[4,6] 0.00518 0.00518
3330 race_Amer-Indian-Eskimo native-country_England -0.00517 0.00517
4790 native-country_Ireland hours-per-weekGRP_2_[20,40] 0.00517 0.00517
3059 relationship_Other-relative native-country_Columbia 0.00516 0.00516
4724 native-country_Iran native-country_Mexico -0.00516 0.00516
5243 native-country_Thailand education-numGRP_5_[10,13] 0.00516 0.00516
2758 occupation_Sales hours-per-weekGRP_5_[60,INF) 0.00514 0.00514
1270 marital-status_Married-AF-spouse hours-per-weekGRP_2_[20,40] -0.00514 0.00514
747 workclass_Self-emp-inc native-country_Canada 0.00514 0.00514
2322 occupation_Machine-op-inspct native-country_Canada -0.00513 0.00513
3798 native-country_? education-numGRP_3_[6,8] -0.00512 0.00512
4917 native-country_Laos ageGRP_3_[30,40] -0.00512 0.00512
766 workclass_Self-emp-inc native-country_Ireland -0.00512 0.00512
483 workclass_Local-gov native-country_Portugal -0.00512 0.00512
2338 occupation_Machine-op-inspct native-country_Hungary -0.00512 0.00512
358 workclass_Federal-gov native-country_Ecuador -0.00511 0.00511
1321 marital-status_Married-civ-spouse native-country_Holand-Netherlands -0.00511 0.00511
2785 occupation_Tech-support native-country_Greece -0.00511 0.00511
3225 relationship_Unmarried native-country_South 0.00511 0.00511
4793 native-country_Ireland hours-per-weekGRP_5_[60,INF) -0.0051 0.0051
3493 race_Black ageGRP_4_[40,50] 0.00509 0.00509
1660 marital-status_Widowed native-country_? -0.00509 0.00509
1774 occupation_? native-country_Outlying-US(Guam-USVI-etc) -0.00508 0.00508
1002 workclass_Without-pay occupation_? -0.00508 0.00508
4350 native-country_Germany native-country_Philippines -0.00508 0.00508
1263 marital-status_Married-AF-spouse education-numGRP_1_[1,4] -0.00508 0.00508
122 CapitalLossPositive occupation_Armed-Forces 0.00508 0.00508
278 workclass_? native-country_Outlying-US(Guam-USVI-etc) -0.00507 0.00507
5240 native-country_Thailand education-numGRP_2_[4,6] -0.00507 0.00507
214 workclass_? workclass_Without-pay -0.00507 0.00507
4922 native-country_Laos education-numGRP_2_[4,6] -0.00507 0.00507
2242 occupation_Handlers-cleaners native-country_Cambodia -0.00506 0.00506
2279 occupation_Handlers-cleaners native-country_Trinadad&Tobago -0.00506 0.00506
1017 workclass_Without-pay relationship_Husband -0.00505 0.00505
4549 native-country_Holand-Netherlands education-numGRP_4_[8,10] 0.00505 0.00505
5315 native-country_Yugoslavia education-numGRP_3_[6,8] -0.00505 0.00505
3970 native-country_China hours-per-weekGRP_1_[0,20] 0.00505 0.00505
2635 occupation_Protective-serv native-country_England 0.00505 0.00505
541 workclass_Never-worked relationship_Unmarried -0.00504 0.00504
2782 occupation_Tech-support native-country_England 0.00504 0.00504
3904 native-country_Canada ageGRP_2_[20,30] -0.00504 0.00504
1664 marital-status_Widowed native-country_Columbia 0.00504 0.00504
1378 marital-status_Married-spouse-absent occupation_Prof-specialty -0.00503 0.00503
1671 marital-status_Widowed native-country_Germany 0.00503 0.00503
5237 native-country_Thailand ageGRP_5_[50,60] -0.00503 0.00503
485 workclass_Local-gov native-country_Scotland -0.00503 0.00503
5428 education-numGRP_3_[6,8] hours-per-weekGRP_2_[20,40] -0.00503 0.00503
936 workclass_State-gov native-country_? -0.00502 0.00502
3971 native-country_China hours-per-weekGRP_2_[20,40] 0.00502 0.00502
19 CapitalGainPositive occupation_Armed-Forces -0.00501 0.00501
711 workclass_Self-emp-inc marital-status_Married-AF-spouse -0.00501 0.00501
1509 marital-status_Never-married native-country_Japan -0.00501 0.00501
1967 occupation_Armed-Forces education-numGRP_5_[10,13] -0.00501 0.00501
589 workclass_Never-worked native-country_United-States 0.005 0.005
49 CapitalGainPositive native-country_Columbia -0.005 0.005
75 CapitalGainPositive native-country_Philippines -0.00499 0.00499
4507 native-country_Haiti education-numGRP_5_[10,13] -0.00499 0.00499
2438 occupation_Other-service native-country_Vietnam 0.00499 0.00499
940 workclass_State-gov native-country_Columbia -0.00499 0.00499
2035 occupation_Craft-repair native-country_Thailand -0.00499 0.00499
386 workclass_Federal-gov native-country_South -0.00498 0.00498
16 CapitalGainPositive marital-status_Widowed -0.00498 0.00498
2163 occupation_Farming-fishing native-country_Canada -0.00497 0.00497
3762 native-country_? native-country_Haiti -0.00497 0.00497
660 workclass_Private native-country_Greece -0.00496 0.00496
716 workclass_Self-emp-inc marital-status_Widowed -0.00494 0.00494
1001 workclass_Without-pay marital-status_Widowed 0.00494 0.00494
1688 marital-status_Widowed native-country_Outlying-US(Guam-USVI-etc) 0.00494 0.00494
1824 occupation_Adm-clerical race_Amer-Indian-Eskimo -0.00494 0.00494
2105 occupation_Exec-managerial native-country_Laos -0.00493 0.00493
2278 occupation_Handlers-cleaners native-country_Thailand -0.00493 0.00493
2266 occupation_Handlers-cleaners native-country_Laos -0.00493 0.00493
4860 native-country_Jamaica hours-per-weekGRP_1_[0,20] -0.00492 0.00492
937 workclass_State-gov native-country_Cambodia -0.00492 0.00492
530 workclass_Never-worked occupation_Other-service -0.00492 0.00492
3546 race_Other native-country_Taiwan 0.00492 0.00492
5181 native-country_Scotland hours-per-weekGRP_3_[40,50] -0.00492 0.00492
2558 occupation_Prof-specialty native-country_Ecuador -0.00491 0.00491
2719 occupation_Sales native-country_India 0.00491 0.00491
3768 native-country_? native-country_Iran -0.00491 0.00491
3344 race_Amer-Indian-Eskimo native-country_Jamaica -0.0049 0.0049
4221 native-country_El-Salvador ageGRP_4_[40,50] -0.0049 0.0049
189 CapitalLossPositive native-country_Yugoslavia -0.0049 0.0049
1764 occupation_? native-country_Hungary -0.0049 0.0049
1337 marital-status_Married-civ-spouse native-country_Poland 0.00489 0.00489
456 workclass_Local-gov native-country_Cuba -0.00489 0.00489
268 workclass_? native-country_Hungary -0.00489 0.00489
5150 native-country_Puerto-Rico education-numGRP_2_[4,6] 0.00488 0.00488
1518 marital-status_Never-married native-country_Puerto-Rico -0.00488 0.00488
2717 occupation_Sales native-country_Hong -0.00488 0.00488
3791 native-country_? ageGRP_2_[20,30] -0.00488 0.00488
375 workclass_Federal-gov native-country_Japan 0.00488 0.00488
1137 marital-status_Divorced native-country_Haiti -0.00488 0.00488
244 workclass_? race_Asian-Pac-Islander 0.00486 0.00486
2402 occupation_Other-service native-country_Columbia 0.00486 0.00486
784 workclass_Self-emp-inc native-country_United-States -0.00485 0.00485
815 workclass_Self-emp-not-inc occupation_Armed-Forces -0.00484 0.00484
5143 native-country_Puerto-Rico ageGRP_1_[0,20] -0.00484 0.00484
1209 marital-status_Married-AF-spouse race_Asian-Pac-Islander -0.00483 0.00483
3119 relationship_Own-child race_Other -0.00483 0.00483
2847 occupation_Transport-moving native-country_Canada 0.00483 0.00483
785 workclass_Self-emp-inc native-country_Vietnam -0.00483 0.00483
2750 occupation_Sales education-numGRP_3_[6,8] 0.00483 0.00483
1681 marital-status_Widowed native-country_Ireland -0.00482 0.00482
3151 relationship_Own-child native-country_Outlying-US(Guam-USVI-etc) -0.00482 0.00482
3519 race_Other native-country_England -0.00482 0.00482
2729 occupation_Sales native-country_Peru 0.00481 0.00481
4268 native-country_England ageGRP_2_[20,30] -0.00481 0.00481
5306 native-country_Vietnam hours-per-weekGRP_5_[60,INF) -0.0048 0.0048
1663 marital-status_Widowed native-country_China -0.0048 0.0048
3962 native-country_China ageGRP_5_[50,60] 0.0048 0.0048
1185 marital-status_Married-AF-spouse marital-status_Separated -0.00479 0.00479
961 workclass_State-gov native-country_Laos -0.00479 0.00479
4937 native-country_Mexico native-country_Portugal -0.00479 0.00479
2255 occupation_Handlers-cleaners native-country_Haiti 0.00478 0.00478
2590 occupation_Prof-specialty native-country_United-States -0.00478 0.00478
1164 marital-status_Divorced native-country_Yugoslavia -0.00478 0.00478
3891 native-country_Canada native-country_Philippines -0.00478 0.00478
461 workclass_Local-gov native-country_France 0.00477 0.00477
454 workclass_Local-gov native-country_China -0.00476 0.00476
980 workclass_State-gov ageGRP_3_[30,40] 0.00475 0.00475
1210 marital-status_Married-AF-spouse race_Black -0.00474 0.00474
1965 occupation_Armed-Forces education-numGRP_3_[6,8] 0.00474 0.00474
5016 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_3_[6,8] -0.00473 0.00473
1080 workclass_Without-pay education-numGRP_3_[6,8] -0.00473 0.00473
372 workclass_Federal-gov native-country_Ireland -0.00473 0.00473
5097 native-country_Poland ageGRP_6_[60,INF) 0.00473 0.00473
3964 native-country_China education-numGRP_1_[1,4] 0.00472 0.00472
1186 marital-status_Married-AF-spouse marital-status_Widowed -0.00472 0.00472
3324 race_Amer-Indian-Eskimo native-country_China -0.00472 0.00472
1151 marital-status_Divorced native-country_Outlying-US(Guam-USVI-etc) 0.0047 0.0047
938 workclass_State-gov native-country_Canada -0.0047 0.0047
1957 occupation_Armed-Forces ageGRP_1_[0,20] -0.0047 0.0047
4021 native-country_Columbia education-numGRP_4_[8,10] -0.0047 0.0047
78 CapitalGainPositive native-country_Puerto-Rico -0.00469 0.00469
2191 occupation_Farming-fishing native-country_Philippines -0.00469 0.00469
2694 occupation_Sales race_Asian-Pac-Islander -0.00469 0.00469
1740 occupation_? race_Asian-Pac-Islander 0.00468 0.00468
763 workclass_Self-emp-inc native-country_Hungary 0.00468 0.00468
353 workclass_Federal-gov native-country_Canada -0.00468 0.00468
1690 marital-status_Widowed native-country_Philippines -0.00468 0.00468
762 workclass_Self-emp-inc native-country_Hong -0.00467 0.00467
1024 workclass_Without-pay race_Asian-Pac-Islander 0.00466 0.00466
3252 relationship_Wife race_Other 0.00466 0.00466
360 workclass_Federal-gov native-country_England 0.00466 0.00466
3725 sex_Male native-country_South -0.00466 0.00466
3666 sex_Female native-country_South 0.00466 0.00466
2794 occupation_Tech-support native-country_Ireland -0.00465 0.00465
3391 race_Asian-Pac-Islander native-country_Dominican-Republic -0.00465 0.00465
2282 occupation_Handlers-cleaners native-country_Yugoslavia -0.00465 0.00465
3343 race_Amer-Indian-Eskimo native-country_Italy -0.00465 0.00465
2009 occupation_Craft-repair native-country_Germany -0.00464 0.00464
5176 native-country_Scotland education-numGRP_4_[8,10] 0.00464 0.00464
5056 native-country_Philippines native-country_Puerto-Rico -0.00464 0.00464
997 workclass_Without-pay marital-status_Married-civ-spouse 0.00464 0.00464
848 workclass_Self-emp-not-inc native-country_Ecuador -0.00463 0.00463
4949 native-country_Mexico ageGRP_3_[30,40] 0.00463 0.00463
3857 native-country_Cambodia education-numGRP_5_[10,13] -0.00463 0.00463
1653 marital-status_Widowed race_Amer-Indian-Eskimo 0.00462 0.00462
1991 occupation_Craft-repair race_Amer-Indian-Eskimo 0.00462 0.00462
1962 occupation_Armed-Forces ageGRP_6_[60,INF) -0.00462 0.00462
1692 marital-status_Widowed native-country_Portugal 0.00462 0.00462
2653 occupation_Protective-serv native-country_Nicaragua -0.00461 0.00461
2916 relationship_Husband native-country_? 0.00461 0.00461
3192 relationship_Unmarried native-country_Canada -0.0046 0.0046
4932 native-country_Mexico native-country_Nicaragua -0.00459 0.00459
176 CapitalLossPositive native-country_Outlying-US(Guam-USVI-etc) -0.00459 0.00459
2194 occupation_Farming-fishing native-country_Puerto-Rico 0.00459 0.00459
1448 marital-status_Married-spouse-absent education-numGRP_5_[10,13] -0.00459 0.00459
112 CapitalLossPositive workclass_Without-pay -0.00459 0.00459
354 workclass_Federal-gov native-country_China -0.00459 0.00459
1584 marital-status_Separated native-country_Germany 0.00458 0.00458
142 CapitalLossPositive race_Asian-Pac-Islander 0.00458 0.00458
2931 relationship_Husband native-country_Holand-Netherlands -0.00457 0.00457
651 workclass_Private native-country_China -0.00457 0.00457
3327 race_Amer-Indian-Eskimo native-country_Dominican-Republic -0.00456 0.00456
4671 native-country_Hungary education-numGRP_3_[6,8] -0.00456 0.00456
45 CapitalGainPositive native-country_? 0.00456 0.00456
3265 relationship_Wife native-country_England 0.00455 0.00455
3780 native-country_? native-country_Portugal -0.00455 0.00455
2738 occupation_Sales native-country_Trinadad&Tobago -0.00455 0.00455
3545 race_Other native-country_South -0.00455 0.00455
746 workclass_Self-emp-inc native-country_Cambodia -0.00455 0.00455
1200 marital-status_Married-AF-spouse occupation_Tech-support -0.00455 0.00455
3863 native-country_Cambodia hours-per-weekGRP_5_[60,INF) -0.00454 0.00454
5269 native-country_Trinadad&Tobago hours-per-weekGRP_5_[60,INF) -0.00454 0.00454
2436 occupation_Other-service native-country_Trinadad&Tobago 0.00454 0.00454
3968 native-country_China education-numGRP_5_[10,13] 0.00454 0.00454
2861 occupation_Transport-moving native-country_Honduras -0.00454 0.00454
977 workclass_State-gov native-country_Yugoslavia -0.00452 0.00452
2334 occupation_Machine-op-inspct native-country_Haiti 0.00451 0.00451
4315 native-country_France ageGRP_1_[0,20] -0.00451 0.00451
1551 marital-status_Separated occupation_Handlers-cleaners -0.00449 0.00449
5239 native-country_Thailand education-numGRP_1_[1,4] -0.00449 0.00449
1198 marital-status_Married-AF-spouse occupation_Protective-serv 0.00448 0.00448
4594 native-country_Honduras hours-per-weekGRP_1_[0,20] 0.00447 0.00447
9 CapitalGainPositive workclass_Without-pay 0.00447 0.00447
1079 workclass_Without-pay education-numGRP_2_[4,6] -0.00447 0.00447
5094 native-country_Poland ageGRP_3_[30,40] -0.00447 0.00447
4206 native-country_El-Salvador native-country_Philippines -0.00447 0.00447
3361 race_Amer-Indian-Eskimo native-country_Vietnam -0.00446 0.00446
1313 marital-status_Married-civ-spouse native-country_Ecuador 0.00446 0.00446
923 workclass_State-gov relationship_Husband -0.00445 0.00445
56 CapitalGainPositive native-country_Germany 0.00445 0.00445
2813 occupation_Tech-support native-country_Vietnam 0.00444 0.00444
770 workclass_Self-emp-inc native-country_Laos -0.00443 0.00443
3146 relationship_Own-child native-country_Jamaica -0.00443 0.00443
343 workclass_Federal-gov relationship_Wife -0.00443 0.00443
603 workclass_Never-worked education-numGRP_6_[13,16) -0.00442 0.00442
4931 native-country_Laos hours-per-weekGRP_5_[60,INF) -0.00442 0.00442
3159 relationship_Own-child native-country_Taiwan 0.00442 0.00442
373 workclass_Federal-gov native-country_Italy -0.00442 0.00442
4 CapitalGainPositive workclass_Never-worked -0.00442 0.00442
3443 race_Asian-Pac-Islander hours-per-weekGRP_5_[60,INF) 0.00441 0.00441
1677 marital-status_Widowed native-country_Hong -0.0044 0.0044
3513 race_Other native-country_China -0.0044 0.0044
4226 native-country_El-Salvador education-numGRP_3_[6,8] 0.00439 0.00439
321 workclass_Federal-gov marital-status_Separated -0.00439 0.00439
481 workclass_Local-gov native-country_Philippines -0.00439 0.00439
3973 native-country_China hours-per-weekGRP_4_[50,60] -0.00439 0.00439
4934 native-country_Mexico native-country_Peru -0.00438 0.00438
1666 marital-status_Widowed native-country_Dominican-Republic -0.00438 0.00438
3128 relationship_Own-child native-country_Cuba -0.00438 0.00438
4553 native-country_Holand-Netherlands hours-per-weekGRP_2_[20,40] 0.00438 0.00438
1843 occupation_Adm-clerical native-country_Greece -0.00437 0.00437
5068 native-country_Philippines ageGRP_4_[40,50] 0.00437 0.00437
3775 native-country_? native-country_Nicaragua -0.00437 0.00437
425 workclass_Local-gov occupation_Armed-Forces -0.00436 0.00436
2879 occupation_Transport-moving native-country_Scotland -0.00436 0.00436
3334 race_Amer-Indian-Eskimo native-country_Guatemala -0.00436 0.00436
1605 marital-status_Separated native-country_Portugal 0.00436 0.00436
1574 marital-status_Separated native-country_Cambodia -0.00436 0.00436
2724 occupation_Sales native-country_Japan -0.00435 0.00435
3532 race_Other native-country_Italy -0.00434 0.00434
3139 relationship_Own-child native-country_Honduras -0.00434 0.00434
2865 occupation_Transport-moving native-country_Iran -0.00434 0.00434
65 CapitalGainPositive native-country_Iran 0.00434 0.00434
4690 native-country_India native-country_Philippines -0.00434 0.00434
3712 sex_Male native-country_Italy 0.00434 0.00434
3653 sex_Female native-country_Italy -0.00434 0.00434
368 workclass_Federal-gov native-country_Hong -0.00432 0.00432
4589 native-country_Honduras education-numGRP_2_[4,6] -0.00431 0.00431
2637 occupation_Protective-serv native-country_Germany 0.00431 0.00431
850 workclass_Self-emp-not-inc native-country_England 0.00431 0.00431
1127 marital-status_Divorced native-country_Columbia -0.00431 0.00431
4753 native-country_Iran hours-per-weekGRP_2_[20,40] -0.00431 0.00431
3905 native-country_Canada ageGRP_3_[30,40] -0.00431 0.00431
4670 native-country_Hungary education-numGRP_2_[4,6] -0.00431 0.00431
3135 relationship_Own-child native-country_Greece -0.0043 0.0043
4076 native-country_Cuba education-numGRP_6_[13,16) 0.0043 0.0043
613 workclass_Private marital-status_Divorced 0.0043 0.0043
905 workclass_State-gov marital-status_Never-married -0.0043 0.0043
3345 race_Amer-Indian-Eskimo native-country_Japan -0.00429 0.00429
1698 marital-status_Widowed native-country_Trinadad&Tobago -0.00429 0.00429
1661 marital-status_Widowed native-country_Cambodia -0.00429 0.00429
2199 occupation_Farming-fishing native-country_Trinadad&Tobago -0.00429 0.00429
1088 workclass_Without-pay hours-per-weekGRP_5_[60,INF) 0.00427 0.00427
970 workclass_State-gov native-country_Scotland 0.00427 0.00427
1669 marital-status_Widowed native-country_England 0.00427 0.00427
3795 native-country_? ageGRP_6_[60,INF) -0.00427 0.00427
512 workclass_Never-worked workclass_Self-emp-not-inc -0.00427 0.00427
2638 occupation_Protective-serv native-country_Greece -0.00426 0.00426
607 workclass_Never-worked hours-per-weekGRP_4_[50,60] -0.00426 0.00426
642 workclass_Private race_Asian-Pac-Islander -0.00426 0.00426
1894 occupation_Armed-Forces occupation_Machine-op-inspct -0.00426 0.00426
182 CapitalLossPositive native-country_Scotland -0.00425 0.00425
4392 native-country_Greece native-country_Mexico -0.00424 0.00424
4121 native-country_Dominican-Republic ageGRP_5_[50,60] 0.00424 0.00424
4299 native-country_France native-country_Mexico -0.00424 0.00424
144 CapitalLossPositive race_Other -0.00424 0.00424
1598 marital-status_Separated native-country_Laos -0.00424 0.00424
1610 marital-status_Separated native-country_Thailand -0.00424 0.00424
4053 native-country_Cuba native-country_Philippines -0.00423 0.00423
5192 native-country_South ageGRP_3_[30,40] -0.00423 0.00423
900 workclass_State-gov workclass_Without-pay -0.00423 0.00423
1280 marital-status_Married-civ-spouse occupation_Armed-Forces -0.00422 0.00422
2276 occupation_Handlers-cleaners native-country_South -0.00422 0.00422
3352 race_Amer-Indian-Eskimo native-country_Poland -0.00422 0.00422
3347 race_Amer-Indian-Eskimo native-country_Mexico 0.00422 0.00422
5191 native-country_South ageGRP_2_[20,30] 0.00422 0.00422
2725 occupation_Sales native-country_Laos -0.00421 0.00421
389 workclass_Federal-gov native-country_Trinadad&Tobago -0.00421 0.00421
929 workclass_State-gov race_Amer-Indian-Eskimo 0.0042 0.0042
2010 occupation_Craft-repair native-country_Greece 0.00419 0.00419
2259 occupation_Handlers-cleaners native-country_Hungary -0.00419 0.00419
1960 occupation_Armed-Forces ageGRP_4_[40,50] -0.00419 0.00419
3191 relationship_Unmarried native-country_Cambodia -0.00418 0.00418
5169 native-country_Scotland ageGRP_3_[30,40] -0.00418 0.00418
2099 occupation_Exec-managerial native-country_India -0.00418 0.00418
2633 occupation_Protective-serv native-country_Ecuador -0.00418 0.00418
4821 native-country_Italy education-numGRP_3_[6,8] 0.00418 0.00418
1515 marital-status_Never-married native-country_Philippines -0.00418 0.00418
2198 occupation_Farming-fishing native-country_Thailand -0.00417 0.00417
2252 occupation_Handlers-cleaners native-country_Germany -0.00417 0.00417
1685 marital-status_Widowed native-country_Laos -0.00417 0.00417
3777 native-country_? native-country_Peru -0.00417 0.00417
2186 occupation_Farming-fishing native-country_Laos -0.00417 0.00417
2432 occupation_Other-service native-country_Scotland 0.00417 0.00417
3591 race_White native-country_Iran -0.00416 0.00416
3550 race_Other native-country_Vietnam -0.00416 0.00416
4152 native-country_Ecuador native-country_Mexico -0.00416 0.00416
2102 occupation_Exec-managerial native-country_Italy -0.00416 0.00416
776 workclass_Self-emp-inc native-country_Poland -0.00416 0.00416
2672 occupation_Protective-serv ageGRP_5_[50,60] -0.00415 0.00415
3080 relationship_Other-relative native-country_Laos -0.00415 0.00415
5174 native-country_Scotland education-numGRP_2_[4,6] -0.00414 0.00414
2477 occupation_Priv-house-serv native-country_Canada -0.00414 0.00414
2774 occupation_Tech-support native-country_Cambodia -0.00414 0.00414
5108 native-country_Poland hours-per-weekGRP_5_[60,INF) -0.00413 0.00413
3856 native-country_Cambodia education-numGRP_4_[8,10] 0.00413 0.00413
5046 native-country_Peru education-numGRP_4_[8,10] 0.00412 0.00412
4255 native-country_England native-country_Philippines -0.00412 0.00412
2202 occupation_Farming-fishing native-country_Yugoslavia 0.00412 0.00412
388 workclass_Federal-gov native-country_Thailand -0.0041 0.0041
2407 occupation_Other-service native-country_England -0.00409 0.00409
2918 relationship_Husband native-country_Canada 0.00409 0.00409
4788 native-country_Ireland education-numGRP_6_[13,16) -0.00409 0.00409
3228 relationship_Unmarried native-country_Trinadad&Tobago 0.00409 0.00409
2710 occupation_Sales native-country_France -0.00408 0.00408
597 workclass_Never-worked ageGRP_6_[60,INF) -0.00407 0.00407
195 CapitalLossPositive ageGRP_6_[60,INF) 0.00407 0.00407
1720 occupation_? occupation_Armed-Forces -0.00407 0.00407
3475 race_Black native-country_Nicaragua -0.00407 0.00407
1078 workclass_Without-pay education-numGRP_1_[1,4] 0.00407 0.00407
954 workclass_State-gov native-country_Hungary -0.00407 0.00407
2619 occupation_Protective-serv race_Amer-Indian-Eskimo 0.00407 0.00407
224 workclass_? occupation_Armed-Forces -0.00406 0.00406
2723 occupation_Sales native-country_Jamaica -0.00406 0.00406
457 workclass_Local-gov native-country_Dominican-Republic -0.00405 0.00405
487 workclass_Local-gov native-country_Taiwan -0.00405 0.00405
928 workclass_State-gov relationship_Wife 0.00403 0.00403
480 workclass_Local-gov native-country_Peru -0.00403 0.00403
2798 occupation_Tech-support native-country_Laos -0.00403 0.00403
1267 marital-status_Married-AF-spouse education-numGRP_5_[10,13] 0.00403 0.00403
3426 race_Asian-Pac-Islander native-country_Yugoslavia -0.00403 0.00403
3758 native-country_? native-country_France -0.00403 0.00403
4791 native-country_Ireland hours-per-weekGRP_3_[40,50] -0.00403 0.00403
2810 occupation_Tech-support native-country_Thailand -0.00403 0.00403
3760 native-country_? native-country_Greece -0.00403 0.00403
2275 occupation_Handlers-cleaners native-country_Scotland -0.00402 0.00402
1966 occupation_Armed-Forces education-numGRP_4_[8,10] 0.00402 0.00402
5017 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_4_[8,10] 0.00402 0.00402
5104 native-country_Poland hours-per-weekGRP_1_[0,20] 0.00402 0.00402
2508 occupation_Priv-house-serv native-country_Puerto-Rico -0.00402 0.00402
4925 native-country_Laos education-numGRP_5_[10,13] -0.00402 0.00402
1855 occupation_Adm-clerical native-country_Japan 0.00401 0.00401
3917 native-country_Canada hours-per-weekGRP_3_[40,50] -0.00401 0.00401
676 workclass_Private native-country_Outlying-US(Guam-USVI-etc) 0.004 0.004
2565 occupation_Prof-specialty native-country_Haiti -0.004 0.004
1614 marital-status_Separated native-country_Yugoslavia -0.004 0.004
1603 marital-status_Separated native-country_Philippines 0.004 0.004
168 CapitalLossPositive native-country_Iran 0.00399 0.00399
459 workclass_Local-gov native-country_El-Salvador -0.00399 0.00399
465 workclass_Local-gov native-country_Haiti 0.00399 0.00399
3564 race_Other hours-per-weekGRP_1_[0,20] -0.00398 0.00398
2337 occupation_Machine-op-inspct native-country_Hong 0.00397 0.00397
4716 native-country_India hours-per-weekGRP_3_[40,50] 0.00397 0.00397
3872 native-country_Canada native-country_Germany -0.00397 0.00397
5014 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_1_[1,4] -0.00396 0.00396
5280 native-country_United-States education-numGRP_3_[6,8] -0.00396 0.00396
3755 native-country_? native-country_Ecuador -0.00396 0.00396
3143 relationship_Own-child native-country_Iran -0.00395 0.00395
3541 race_Other native-country_Poland -0.00394 0.00394
50 CapitalGainPositive native-country_Cuba -0.00394 0.00394
1701 marital-status_Widowed native-country_Yugoslavia -0.00393 0.00393
4281 native-country_England hours-per-weekGRP_3_[40,50] 0.00392 0.00392
2731 occupation_Sales native-country_Poland -0.00392 0.00392
4836 native-country_Jamaica native-country_Philippines -0.00391 0.00391
709 workclass_Self-emp-inc workclass_Without-pay -0.00391 0.00391
5293 native-country_Vietnam ageGRP_4_[40,50] -0.00391 0.00391
2910 relationship_Husband race_Asian-Pac-Islander -0.00391 0.00391
3096 relationship_Other-relative native-country_Yugoslavia -0.00391 0.00391
5322 native-country_Yugoslavia hours-per-weekGRP_4_[50,60] 0.00391 0.00391
773 workclass_Self-emp-inc native-country_Outlying-US(Guam-USVI-etc) -0.00391 0.00391
2037 occupation_Craft-repair native-country_United-States 0.0039 0.0039
3587 race_White native-country_Honduras 0.0039 0.0039
5024 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_5_[60,INF) -0.0039 0.0039
2399 occupation_Other-service native-country_Cambodia -0.00389 0.00389
3357 race_Amer-Indian-Eskimo native-country_Taiwan -0.00389 0.00389
4709 native-country_India education-numGRP_2_[4,6] -0.00389 0.00389
2012 occupation_Craft-repair native-country_Haiti -0.00388 0.00388
5058 native-country_Philippines native-country_South -0.00388 0.00388
2467 occupation_Priv-house-serv relationship_Wife 0.00388 0.00388
2033 occupation_Craft-repair native-country_South -0.00387 0.00387
4706 native-country_India ageGRP_5_[50,60] 0.00387 0.00387
959 workclass_State-gov native-country_Jamaica -0.00387 0.00387
2169 occupation_Farming-fishing native-country_El-Salvador -0.00387 0.00387
2647 occupation_Protective-serv native-country_Ireland -0.00387 0.00387
392 workclass_Federal-gov native-country_Yugoslavia -0.00386 0.00386
4270 native-country_England ageGRP_4_[40,50] 0.00385 0.00385
1428 marital-status_Married-spouse-absent native-country_Portugal -0.00385 0.00385
4761 native-country_Ireland native-country_Mexico -0.00385 0.00385
2845 occupation_Transport-moving native-country_? -0.00385 0.00385
4353 native-country_Germany native-country_Puerto-Rico -0.00385 0.00385
3129 relationship_Own-child native-country_Dominican-Republic 0.00385 0.00385
3215 relationship_Unmarried native-country_Laos -0.00384 0.00384
410 workclass_Local-gov workclass_Never-worked -0.00384 0.00384
5225 native-country_Taiwan hours-per-weekGRP_2_[20,40] -0.00384 0.00384
916 workclass_State-gov occupation_Other-service -0.00383 0.00383
3157 relationship_Own-child native-country_Scotland -0.00383 0.00383
3006 relationship_Not-in-family native-country_Iran -0.00382 0.00382
4417 native-country_Greece education-numGRP_4_[8,10] -0.00382 0.00382
4669 native-country_Hungary education-numGRP_1_[1,4] -0.00382 0.00382
2814 occupation_Tech-support native-country_Yugoslavia -0.0038 0.0038
1773 occupation_? native-country_Nicaragua -0.0038 0.0038
3224 relationship_Unmarried native-country_Scotland 0.0038 0.0038
3261 relationship_Wife native-country_Cuba 0.00379 0.00379
952 workclass_State-gov native-country_Honduras 0.00379 0.00379
1901 occupation_Armed-Forces occupation_Transport-moving -0.00378 0.00378
277 workclass_? native-country_Nicaragua -0.00378 0.00378
538 workclass_Never-worked relationship_Not-in-family -0.00377 0.00377
1241 marital-status_Married-AF-spouse native-country_Mexico -0.00377 0.00377
3413 race_Asian-Pac-Islander native-country_Outlying-US(Guam-USVI-etc) -0.00377 0.00377
1269 marital-status_Married-AF-spouse hours-per-weekGRP_1_[0,20] 0.00377 0.00377
3946 native-country_China native-country_Philippines -0.00376 0.00376
2494 occupation_Priv-house-serv native-country_India -0.00376 0.00376
4703 native-country_India ageGRP_2_[20,30] 0.00376 0.00376
529 workclass_Never-worked occupation_Machine-op-inspct -0.00375 0.00375
4679 native-country_Hungary hours-per-weekGRP_5_[60,INF) -0.00375 0.00375
4598 native-country_Honduras hours-per-weekGRP_5_[60,INF) -0.00375 0.00375
1000 workclass_Without-pay marital-status_Separated -0.00374 0.00374
1601 marital-status_Separated native-country_Outlying-US(Guam-USVI-etc) -0.00374 0.00374
1907 occupation_Armed-Forces relationship_Wife -0.00374 0.00374
80 CapitalGainPositive native-country_South -0.00373 0.00373
2948 relationship_Husband native-country_Portugal 0.00373 0.00373
3416 race_Asian-Pac-Islander native-country_Poland -0.00373 0.00373
2765 occupation_Tech-support relationship_Wife 0.00372 0.00372
3131 relationship_Own-child native-country_El-Salvador 0.00372 0.00372
4801 native-country_Italy native-country_Philippines -0.00371 0.00371
4273 native-country_England education-numGRP_1_[1,4] -0.00371 0.00371
4187 native-country_El-Salvador native-country_Germany -0.00371 0.00371
2952 relationship_Husband native-country_Taiwan 0.0037 0.0037
3396 race_Asian-Pac-Islander native-country_Germany -0.0037 0.0037
1872 occupation_Adm-clerical native-country_Yugoslavia -0.00369 0.00369
1423 marital-status_Married-spouse-absent native-country_Nicaragua -0.00369 0.00369
4013 native-country_Columbia ageGRP_2_[20,30] 0.00368 0.00368
2189 occupation_Farming-fishing native-country_Outlying-US(Guam-USVI-etc) -0.00368 0.00368
862 workclass_Self-emp-not-inc native-country_Ireland -0.00368 0.00368
3769 native-country_? native-country_Ireland -0.00367 0.00367
5215 native-country_Taiwan ageGRP_4_[40,50] -0.00367 0.00367
5173 native-country_Scotland education-numGRP_1_[1,4] -0.00367 0.00367
3276 relationship_Wife native-country_Iran 0.00367 0.00367
777 workclass_Self-emp-inc native-country_Portugal 0.00367 0.00367
3083 relationship_Other-relative native-country_Outlying-US(Guam-USVI-etc) -0.00366 0.00366
2858 occupation_Transport-moving native-country_Guatemala -0.00366 0.00366
371 workclass_Federal-gov native-country_Iran 0.00366 0.00366
1019 workclass_Without-pay relationship_Other-relative -0.00366 0.00366
2185 occupation_Farming-fishing native-country_Japan -0.00366 0.00366
453 workclass_Local-gov native-country_Canada -0.00366 0.00366
1684 marital-status_Widowed native-country_Japan -0.00365 0.00365
1665 marital-status_Widowed native-country_Cuba 0.00365 0.00365
1592 marital-status_Separated native-country_India -0.00365 0.00365
663 workclass_Private native-country_Holand-Netherlands 0.00365 0.00365
3916 native-country_Canada hours-per-weekGRP_2_[20,40] -0.00365 0.00365
364 workclass_Federal-gov native-country_Guatemala -0.00364 0.00364
2410 occupation_Other-service native-country_Greece 0.00364 0.00364
463 workclass_Local-gov native-country_Greece -0.00363 0.00363
3906 native-country_Canada ageGRP_4_[40,50] -0.00363 0.00363
3401 race_Asian-Pac-Islander native-country_Honduras -0.00363 0.00363
2981 relationship_Not-in-family race_Black 0.00363 0.00363
4105 native-country_Dominican-Republic native-country_Philippines -0.00363 0.00363
3403 race_Asian-Pac-Islander native-country_Hungary -0.00363 0.00363
376 workclass_Federal-gov native-country_Laos 0.00362 0.00362
3894 native-country_Canada native-country_Puerto-Rico -0.00362 0.00362
3351 race_Amer-Indian-Eskimo native-country_Philippines -0.00362 0.00362
779 workclass_Self-emp-inc native-country_Scotland -0.00362 0.00362
5183 native-country_Scotland hours-per-weekGRP_5_[60,INF) -0.00361 0.00361
282 workclass_? native-country_Portugal 0.00361 0.00361
4339 native-country_Germany native-country_India -0.00361 0.00361
379 workclass_Federal-gov native-country_Outlying-US(Guam-USVI-etc) -0.00361 0.00361
3335 race_Amer-Indian-Eskimo native-country_Haiti -0.00361 0.00361
491 workclass_Local-gov native-country_Vietnam -0.00361 0.00361
315 workclass_Federal-gov workclass_Without-pay -0.00361 0.00361
5011 native-country_Outlying-US(Guam-USVI-etc) ageGRP_4_[40,50] 0.0036 0.0036
1591 marital-status_Separated native-country_Hungary -0.0036 0.0036
1912 occupation_Armed-Forces race_White -0.0036 0.0036
1964 occupation_Armed-Forces education-numGRP_2_[4,6] -0.00359 0.00359
359 workclass_Federal-gov native-country_El-Salvador -0.00359 0.00359
1215 marital-status_Married-AF-spouse native-country_? -0.00359 0.00359
4177 native-country_Ecuador education-numGRP_4_[8,10] 0.00358 0.00358
4132 native-country_Dominican-Republic hours-per-weekGRP_4_[50,60] -0.00358 0.00358
209 workclass_? workclass_Never-worked -0.00358 0.00358
3079 relationship_Other-relative native-country_Japan -0.00358 0.00358
3214 relationship_Unmarried native-country_Japan -0.00358 0.00358
3341 race_Amer-Indian-Eskimo native-country_Iran -0.00357 0.00357
1152 marital-status_Divorced native-country_Peru -0.00357 0.00357
1644 marital-status_Widowed occupation_Sales -0.00357 0.00357
1778 occupation_? native-country_Portugal 0.00357 0.00357
77 CapitalGainPositive native-country_Portugal -0.00357 0.00357
2423 occupation_Other-service native-country_Laos -0.00356 0.00356
4781 native-country_Ireland ageGRP_5_[50,60] -0.00355 0.00355
2179 occupation_Farming-fishing native-country_Hungary -0.00355 0.00355
2177 occupation_Farming-fishing native-country_Honduras -0.00355 0.00355
2711 occupation_Sales native-country_Germany -0.00355 0.00355
1015 workclass_Without-pay occupation_Tech-support -0.00355 0.00355
2801 occupation_Tech-support native-country_Outlying-US(Guam-USVI-etc) -0.00355 0.00355
2314 occupation_Machine-op-inspct race_Asian-Pac-Islander -0.00355 0.00355
3913 native-country_Canada education-numGRP_5_[10,13] 0.00355 0.00355
3449 race_Black native-country_Cambodia -0.00355 0.00355
5063 native-country_Philippines native-country_Vietnam -0.00355 0.00355
1676 marital-status_Widowed native-country_Honduras -0.00354 0.00354
4745 native-country_Iran ageGRP_6_[60,INF) -0.00354 0.00354
3044 relationship_Not-in-family hours-per-weekGRP_5_[60,INF) -0.00354 0.00354
4272 native-country_England ageGRP_6_[60,INF) 0.00353 0.00353
3226 relationship_Unmarried native-country_Taiwan -0.00353 0.00353
4607 native-country_Hong native-country_Mexico -0.00352 0.00352
4034 native-country_Cuba native-country_Germany -0.00352 0.00352
2827 occupation_Tech-support hours-per-weekGRP_1_[0,20] -0.00352 0.00352
216 workclass_? marital-status_Married-AF-spouse 0.00352 0.00352
1330 marital-status_Married-civ-spouse native-country_Japan 0.00351 0.00351
2547 occupation_Prof-specialty race_Other -0.00351 0.00351
81 CapitalGainPositive native-country_Taiwan -0.00351 0.00351
3092 relationship_Other-relative native-country_Thailand 0.0035 0.0035
3665 sex_Female native-country_Scotland 0.0035 0.0035
4633 native-country_Hong education-numGRP_5_[10,13] 0.0035 0.0035
3724 sex_Male native-country_Scotland -0.0035 0.0035
3419 race_Asian-Pac-Islander native-country_Scotland -0.00349 0.00349
754 workclass_Self-emp-inc native-country_England -0.00349 0.00349
3869 native-country_Canada native-country_El-Salvador -0.00349 0.00349
1187 marital-status_Married-AF-spouse occupation_? 0.00349 0.00349
85 CapitalGainPositive native-country_Vietnam 0.00348 0.00348
5126 native-country_Portugal education-numGRP_3_[6,8] -0.00348 0.00348
1893 occupation_Armed-Forces occupation_Handlers-cleaners -0.00348 0.00348
369 workclass_Federal-gov native-country_Hungary -0.00348 0.00348
367 workclass_Federal-gov native-country_Honduras -0.00348 0.00348
3153 relationship_Own-child native-country_Philippines 0.00347 0.00347
601 workclass_Never-worked education-numGRP_4_[8,10] -0.00347 0.00347
1141 marital-status_Divorced native-country_Hungary -0.00347 0.00347
4441 native-country_Guatemala native-country_Philippines -0.00347 0.00347
4220 native-country_El-Salvador ageGRP_3_[30,40] -0.00346 0.00346
2192 occupation_Farming-fishing native-country_Poland -0.00346 0.00346
3909 native-country_Canada education-numGRP_1_[1,4] -0.00346 0.00346
2627 occupation_Protective-serv native-country_Cambodia -0.00345 0.00345
653 workclass_Private native-country_Cuba 0.00345 0.00345
1076 workclass_Without-pay ageGRP_5_[50,60] -0.00345 0.00345
2664 occupation_Protective-serv native-country_Trinadad&Tobago -0.00345 0.00345
5152 native-country_Puerto-Rico education-numGRP_4_[8,10] -0.00344 0.00344
2943 relationship_Husband native-country_Nicaragua -0.00344 0.00344
786 workclass_Self-emp-inc native-country_Yugoslavia 0.00344 0.00344
4943 native-country_Mexico native-country_Trinadad&Tobago -0.00343 0.00343
3831 native-country_Cambodia native-country_Mexico -0.00343 0.00343
1450 marital-status_Married-spouse-absent hours-per-weekGRP_1_[0,20] -0.00342 0.00342
4236 native-country_England native-country_Germany -0.00342 0.00342
2789 occupation_Tech-support native-country_Honduras -0.00342 0.00342
458 workclass_Local-gov native-country_Ecuador -0.00342 0.00342
4870 native-country_Japan native-country_Philippines -0.00342 0.00342
2002 occupation_Craft-repair native-country_Columbia 0.00342 0.00342
3481 race_Black native-country_Puerto-Rico -0.00342 0.00342
2195 occupation_Farming-fishing native-country_Scotland -0.00341 0.00341
2101 occupation_Exec-managerial native-country_Ireland -0.00341 0.00341
131 CapitalLossPositive occupation_Protective-serv -0.00341 0.00341
1694 marital-status_Widowed native-country_Scotland -0.00341 0.00341
756 workclass_Self-emp-inc native-country_Germany 0.0034 0.0034
1408 marital-status_Married-spouse-absent native-country_Greece -0.0034 0.0034
2689 occupation_Sales relationship_Other-relative -0.0034 0.0034
439 workclass_Local-gov relationship_Not-in-family -0.0034 0.0034
1005 workclass_Without-pay occupation_Craft-repair -0.0034 0.0034
4209 native-country_El-Salvador native-country_Puerto-Rico -0.00339 0.00339
910 workclass_State-gov occupation_Armed-Forces -0.00339 0.00339
3880 native-country_Canada native-country_India -0.00339 0.00339
1679 marital-status_Widowed native-country_India -0.00339 0.00339
1680 marital-status_Widowed native-country_Iran 0.00339 0.00339
3089 relationship_Other-relative native-country_Scotland -0.00338 0.00338
5199 native-country_South education-numGRP_4_[8,10] -0.00338 0.00338
2366 occupation_Machine-op-inspct ageGRP_5_[50,60] -0.00338 0.00338
1128 marital-status_Divorced native-country_Cuba 0.00338 0.00338
2917 relationship_Husband native-country_Cambodia 0.00337 0.00337
1416 marital-status_Married-spouse-absent native-country_Iran 0.00337 0.00337
3524 race_Other native-country_Haiti -0.00337 0.00337
5054 native-country_Philippines native-country_Poland -0.00336 0.00336
2510 occupation_Priv-house-serv native-country_South -0.00336 0.00336
5297 native-country_Vietnam education-numGRP_2_[4,6] 0.00336 0.00336
2332 occupation_Machine-op-inspct native-country_Greece -0.00336 0.00336
385 workclass_Federal-gov native-country_Scotland -0.00335 0.00335
2573 occupation_Prof-specialty native-country_Italy 0.00335 0.00335
2651 occupation_Protective-serv native-country_Laos -0.00335 0.00335
2581 occupation_Prof-specialty native-country_Philippines 0.00335 0.00335
3765 native-country_? native-country_Hong -0.00335 0.00335
964 workclass_State-gov native-country_Outlying-US(Guam-USVI-etc) 0.00335 0.00335
4453 native-country_Guatemala ageGRP_1_[0,20] 0.00335 0.00335
4899 native-country_Laos native-country_Mexico -0.00334 0.00334
2260 occupation_Handlers-cleaners native-country_India -0.00334 0.00334
4942 native-country_Mexico native-country_Thailand -0.00334 0.00334
536 workclass_Never-worked occupation_Transport-moving -0.00333 0.00333
5233 native-country_Thailand ageGRP_1_[0,20] 0.00333 0.00333
4000 native-country_Columbia native-country_Philippines -0.00333 0.00333
4915 native-country_Laos ageGRP_1_[0,20] 0.00333 0.00333
352 workclass_Federal-gov native-country_Cambodia 0.00331 0.00331
2151 occupation_Farming-fishing relationship_Own-child -0.00331 0.00331
3353 race_Amer-Indian-Eskimo native-country_Portugal -0.00331 0.00331
4787 native-country_Ireland education-numGRP_5_[10,13] 0.00331 0.00331
4016 native-country_Columbia ageGRP_5_[50,60] 0.0033 0.0033
178 CapitalLossPositive native-country_Philippines 0.0033 0.0033
3866 native-country_Canada native-country_Cuba -0.0033 0.0033
4693 native-country_India native-country_Puerto-Rico -0.00329 0.00329
2807 occupation_Tech-support native-country_Scotland -0.00329 0.00329
1442 marital-status_Married-spouse-absent ageGRP_5_[50,60] 0.00329 0.00329
4026 native-country_Columbia hours-per-weekGRP_3_[40,50] -0.00329 0.00329
3197 relationship_Unmarried native-country_Ecuador -0.00328 0.00328
5313 native-country_Yugoslavia education-numGRP_1_[1,4] 0.00328 0.00328
1779 occupation_? native-country_Puerto-Rico -0.00327 0.00327
382 workclass_Federal-gov native-country_Poland -0.00326 0.00326
2859 occupation_Transport-moving native-country_Haiti 0.00326 0.00326
2478 occupation_Priv-house-serv native-country_China -0.00326 0.00326
3786 native-country_? native-country_Trinadad&Tobago -0.00326 0.00326
3749 native-country_? native-country_Cambodia -0.00326 0.00326
4343 native-country_Germany native-country_Jamaica -0.00325 0.00325
1775 occupation_? native-country_Peru -0.00325 0.00325
181 CapitalLossPositive native-country_Puerto-Rico -0.00325 0.00325
3325 race_Amer-Indian-Eskimo native-country_Columbia 0.00324 0.00324
1772 occupation_? native-country_Mexico -0.00324 0.00324
107 CapitalLossPositive workclass_Never-worked -0.00324 0.00324
3001 relationship_Not-in-family native-country_Holand-Netherlands -0.00324 0.00324
4979 native-country_Nicaragua ageGRP_2_[20,30] 0.00324 0.00324
4355 native-country_Germany native-country_South -0.00323 0.00323
5308 native-country_Yugoslavia ageGRP_2_[20,30] -0.00323 0.00323
279 workclass_? native-country_Peru -0.00323 0.00323
2211 occupation_Farming-fishing education-numGRP_3_[6,8] 0.00322 0.00322
3870 native-country_Canada native-country_England -0.00322 0.00322
2082 occupation_Exec-managerial native-country_Canada -0.00322 0.00322
283 workclass_? native-country_Puerto-Rico -0.00322 0.00322
4541 native-country_Holand-Netherlands ageGRP_2_[20,30] -0.00321 0.00321
2497 occupation_Priv-house-serv native-country_Italy -0.00321 0.00321
4056 native-country_Cuba native-country_Puerto-Rico -0.00321 0.00321
3222 relationship_Unmarried native-country_Portugal 0.00321 0.00321
4170 native-country_Ecuador ageGRP_3_[30,40] -0.00321 0.00321
2790 occupation_Tech-support native-country_Hong 0.0032 0.0032
1674 marital-status_Widowed native-country_Haiti 0.0032 0.0032
1519 marital-status_Never-married native-country_Scotland -0.00319 0.00319
2408 occupation_Other-service native-country_France -0.00319 0.00319
3773 native-country_? native-country_Laos -0.00318 0.00318
5100 native-country_Poland education-numGRP_3_[6,8] -0.00318 0.00318
1963 occupation_Armed-Forces education-numGRP_1_[1,4] -0.00318 0.00318
3785 native-country_? native-country_Thailand -0.00318 0.00318
3093 relationship_Other-relative native-country_Trinadad&Tobago 0.00318 0.00318
4195 native-country_El-Salvador native-country_India -0.00317 0.00317
1833 occupation_Adm-clerical native-country_Canada -0.00317 0.00317
3348 race_Amer-Indian-Eskimo native-country_Nicaragua -0.00317 0.00317
3554 race_Other ageGRP_3_[30,40] -0.00317 0.00317
2667 occupation_Protective-serv native-country_Yugoslavia -0.00316 0.00316
1147 marital-status_Divorced native-country_Japan 0.00316 0.00316
464 workclass_Local-gov native-country_Guatemala -0.00315 0.00315
885 workclass_Self-emp-not-inc ageGRP_3_[30,40] 0.00315 0.00315
4782 native-country_Ireland ageGRP_6_[60,INF) -0.00315 0.00315
4946 native-country_Mexico native-country_Yugoslavia -0.00315 0.00315
1619 marital-status_Separated ageGRP_5_[50,60] -0.00314 0.00314
4595 native-country_Honduras hours-per-weekGRP_2_[20,40] 0.00314 0.00314
2818 occupation_Tech-support ageGRP_4_[40,50] 0.00314 0.00314
719 workclass_Self-emp-inc occupation_Armed-Forces -0.00313 0.00313
3003 relationship_Not-in-family native-country_Hong -0.00313 0.00313
2989 relationship_Not-in-family native-country_China -0.00313 0.00313
276 workclass_? native-country_Mexico -0.00312 0.00312
3927 native-country_China native-country_Germany -0.00312 0.00312
1973 occupation_Armed-Forces hours-per-weekGRP_5_[60,INF) -0.00312 0.00312
4258 native-country_England native-country_Puerto-Rico -0.00312 0.00312
1333 marital-status_Married-civ-spouse native-country_Nicaragua -0.00312 0.00312
3267 relationship_Wife native-country_Germany 0.00311 0.00311
2636 occupation_Protective-serv native-country_France 0.00311 0.00311
370 workclass_Federal-gov native-country_India -0.00311 0.00311
4550 native-country_Holand-Netherlands education-numGRP_5_[10,13] -0.00311 0.00311
881 workclass_Self-emp-not-inc native-country_Vietnam -0.0031 0.0031
2162 occupation_Farming-fishing native-country_Cambodia 0.0031 0.0031
5059 native-country_Philippines native-country_Taiwan -0.0031 0.0031
3667 sex_Female native-country_Taiwan -0.00309 0.00309
4031 native-country_Cuba native-country_El-Salvador -0.00309 0.00309
3542 race_Other native-country_Portugal -0.00309 0.00309
956 workclass_State-gov native-country_Iran -0.00309 0.00309
3726 sex_Male native-country_Taiwan 0.00309 0.00309
2515 occupation_Priv-house-serv native-country_Vietnam -0.00308 0.00308
1290 marital-status_Married-civ-spouse occupation_Sales -0.00308 0.00308
4342 native-country_Germany native-country_Italy -0.00308 0.00308
1998 occupation_Craft-repair native-country_? -0.00307 0.00307
528 workclass_Never-worked occupation_Handlers-cleaners -0.00307 0.00307
4318 native-country_France ageGRP_4_[40,50] -0.00306 0.00306
3430 race_Asian-Pac-Islander ageGRP_4_[40,50] 0.00306 0.00306
2951 relationship_Husband native-country_South -0.00305 0.00305
1522 marital-status_Never-married native-country_Thailand 0.00305 0.00305
865 workclass_Self-emp-not-inc native-country_Japan 0.00305 0.00305
3884 native-country_Canada native-country_Jamaica -0.00305 0.00305
2852 occupation_Transport-moving native-country_Ecuador 0.00304 0.00304
3896 native-country_Canada native-country_South -0.00303 0.00303
4947 native-country_Mexico ageGRP_1_[0,20] -0.00303 0.00303
1008 workclass_Without-pay occupation_Handlers-cleaners 0.00303 0.00303
2269 occupation_Handlers-cleaners native-country_Outlying-US(Guam-USVI-etc) 0.00303 0.00303
474 workclass_Local-gov native-country_Jamaica -0.00303 0.00303
3350 race_Amer-Indian-Eskimo native-country_Peru -0.00303 0.00303
1183 marital-status_Married-AF-spouse marital-status_Married-spouse-absent -0.00303 0.00303
841 workclass_Self-emp-not-inc native-country_? -0.00302 0.00302
1579 marital-status_Separated native-country_Dominican-Republic 0.00302 0.00302
958 workclass_State-gov native-country_Italy -0.00302 0.00302
1909 occupation_Armed-Forces race_Asian-Pac-Islander -0.00302 0.00302
873 workclass_Self-emp-not-inc native-country_Portugal -0.00302 0.00302
4086 native-country_Dominican-Republic native-country_Germany -0.00302 0.00302
5175 native-country_Scotland education-numGRP_3_[6,8] 0.00301 0.00301
2567 occupation_Prof-specialty native-country_Honduras -0.00301 0.00301
2982 relationship_Not-in-family race_Other 0.00301 0.00301
4185 native-country_El-Salvador native-country_England -0.00301 0.00301
5044 native-country_Peru education-numGRP_2_[4,6] 0.00301 0.00301
4042 native-country_Cuba native-country_India -0.003 0.003
4182 native-country_Ecuador hours-per-weekGRP_3_[40,50] -0.003 0.003
2263 occupation_Handlers-cleaners native-country_Italy 0.003 0.003
1547 marital-status_Separated occupation_Armed-Forces -0.003 0.003
4863 native-country_Jamaica hours-per-weekGRP_4_[50,60] -0.003 0.003
1129 marital-status_Divorced native-country_Dominican-Republic -0.003 0.003
2849 occupation_Transport-moving native-country_Columbia -0.00299 0.00299
2853 occupation_Transport-moving native-country_El-Salvador -0.00299 0.00299
513 workclass_Never-worked workclass_State-gov -0.00299 0.00299
4586 native-country_Honduras ageGRP_5_[50,60] -0.00299 0.00299
4981 native-country_Nicaragua ageGRP_4_[40,50] -0.00299 0.00299
3961 native-country_China ageGRP_4_[40,50] 0.00299 0.00299
3789 native-country_? native-country_Yugoslavia -0.00299 0.00299
2166 occupation_Farming-fishing native-country_Cuba -0.00298 0.00298
4176 native-country_Ecuador education-numGRP_3_[6,8] 0.00298 0.00298
172 CapitalLossPositive native-country_Japan -0.00298 0.00298
605 workclass_Never-worked hours-per-weekGRP_2_[20,40] 0.00297 0.00297
2673 occupation_Protective-serv ageGRP_6_[60,INF) -0.00297 0.00297
4839 native-country_Jamaica native-country_Puerto-Rico -0.00296 0.00296
2499 occupation_Priv-house-serv native-country_Japan -0.00296 0.00296
2654 occupation_Protective-serv native-country_Outlying-US(Guam-USVI-etc) -0.00296 0.00296
1013 workclass_Without-pay occupation_Protective-serv -0.00296 0.00296
4360 native-country_Germany native-country_Vietnam -0.00295 0.00295
1892 occupation_Armed-Forces occupation_Farming-fishing -0.00295 0.00295
1634 marital-status_Widowed occupation_Armed-Forces -0.00295 0.00295
2014 occupation_Craft-repair native-country_Honduras -0.00295 0.00295
4666 native-country_Hungary ageGRP_4_[40,50] -0.00295 0.00295
4499 native-country_Haiti ageGRP_3_[30,40] -0.00294 0.00294
1587 marital-status_Separated native-country_Haiti 0.00294 0.00294
5136 native-country_Puerto-Rico native-country_South -0.00294 0.00294
1056 workclass_Without-pay native-country_Mexico -0.00294 0.00294
4933 native-country_Mexico native-country_Outlying-US(Guam-USVI-etc) -0.00294 0.00294
843 workclass_Self-emp-not-inc native-country_Canada 0.00293 0.00293
3864 native-country_Canada native-country_China -0.00293 0.00293
1611 marital-status_Separated native-country_Trinadad&Tobago 0.00293 0.00293
3331 race_Amer-Indian-Eskimo native-country_France -0.00293 0.00293
3333 race_Amer-Indian-Eskimo native-country_Greece -0.00293 0.00293
4244 native-country_England native-country_India -0.00292 0.00292
645 workclass_Private race_White 0.00292 0.00292
4363 native-country_Germany ageGRP_2_[20,30] 0.00291 0.00291
2921 relationship_Husband native-country_Cuba 0.00291 0.00291
1262 marital-status_Married-AF-spouse ageGRP_6_[60,INF) -0.0029 0.0029
3268 relationship_Wife native-country_Greece 0.0029 0.0029
3199 relationship_Unmarried native-country_England -0.0029 0.0029
3883 native-country_Canada native-country_Italy -0.0029 0.0029
4543 native-country_Holand-Netherlands ageGRP_4_[40,50] -0.0029 0.0029
4077 native-country_Cuba hours-per-weekGRP_1_[0,20] 0.0029 0.0029
2096 occupation_Exec-managerial native-country_Honduras -0.0029 0.0029
3160 relationship_Own-child native-country_Thailand -0.00289 0.00289
2023 occupation_Craft-repair native-country_Laos 0.00289 0.00289
3148 relationship_Own-child native-country_Laos -0.00289 0.00289
3328 race_Amer-Indian-Eskimo native-country_Ecuador -0.00288 0.00288
4333 native-country_Germany native-country_Guatemala -0.00288 0.00288
4485 native-country_Haiti native-country_Philippines -0.00288 0.00288
164 CapitalLossPositive native-country_Honduras 0.00287 0.00287
166 CapitalLossPositive native-country_Hungary 0.00287 0.00287
4989 native-country_Nicaragua education-numGRP_6_[13,16) -0.00286 0.00286
72 CapitalGainPositive native-country_Nicaragua -0.00286 0.00286
1900 occupation_Armed-Forces occupation_Tech-support -0.00285 0.00285
3949 native-country_China native-country_Puerto-Rico -0.00285 0.00285
4032 native-country_Cuba native-country_England -0.00285 0.00285
2644 occupation_Protective-serv native-country_Hungary -0.00285 0.00285
4199 native-country_El-Salvador native-country_Jamaica -0.00285 0.00285
4211 native-country_El-Salvador native-country_South -0.00284 0.00284
4647 native-country_Hungary native-country_Mexico -0.00284 0.00284
4566 native-country_Honduras native-country_Mexico -0.00284 0.00284
4728 native-country_Iran native-country_Philippines -0.00284 0.00284
4344 native-country_Germany native-country_Japan -0.00284 0.00284
1413 marital-status_Married-spouse-absent native-country_Hong -0.00283 0.00283
903 workclass_State-gov marital-status_Married-civ-spouse -0.00283 0.00283
3867 native-country_Canada native-country_Dominican-Republic -0.00283 0.00283
2246 occupation_Handlers-cleaners native-country_Cuba -0.00283 0.00283
3598 race_White native-country_Nicaragua -0.00282 0.00282
5038 native-country_Peru ageGRP_2_[20,30] 0.00282 0.00282
4804 native-country_Italy native-country_Puerto-Rico -0.00281 0.00281
2178 occupation_Farming-fishing native-country_Hong 0.00281 0.00281
1315 marital-status_Married-civ-spouse native-country_England -0.00281 0.00281
2747 occupation_Sales ageGRP_6_[60,INF) -0.0028 0.0028
438 workclass_Local-gov relationship_Husband 0.0028 0.0028
1030 workclass_Without-pay native-country_? -0.0028 0.0028
3776 native-country_? native-country_Outlying-US(Guam-USVI-etc) -0.0028 0.0028
4271 native-country_England ageGRP_5_[50,60] 0.0028 0.0028
1143 marital-status_Divorced native-country_Iran 0.00279 0.00279
4351 native-country_Germany native-country_Poland -0.00279 0.00279
2588 occupation_Prof-specialty native-country_Thailand 0.00279 0.00279
5193 native-country_South ageGRP_4_[40,50] 0.00279 0.00279
1582 marital-status_Separated native-country_England -0.00279 0.00279
3439 race_Asian-Pac-Islander hours-per-weekGRP_1_[0,20] 0.00279 0.00279
3972 native-country_China hours-per-weekGRP_3_[40,50] -0.00278 0.00278
2074 occupation_Exec-managerial race_Asian-Pac-Islander 0.00278 0.00278
2868 occupation_Transport-moving native-country_Jamaica -0.00278 0.00278
1499 marital-status_Never-married native-country_Haiti 0.00278 0.00278
3981 native-country_Columbia native-country_Germany -0.00277 0.00277
4683 native-country_India native-country_Jamaica -0.00277 0.00277
3640 sex_Female native-country_England 0.00277 0.00277
3901 native-country_Canada native-country_Vietnam -0.00277 0.00277
1755 occupation_? native-country_England -0.00277 0.00277
3699 sex_Male native-country_England -0.00277 0.00277
1316 marital-status_Married-civ-spouse native-country_France -0.00276 0.00276
1752 occupation_? native-country_Dominican-Republic -0.00276 0.00276
1434 marital-status_Married-spouse-absent native-country_Trinadad&Tobago -0.00276 0.00276
402 workclass_Federal-gov education-numGRP_4_[8,10] -0.00276 0.00276
511 workclass_Never-worked workclass_Self-emp-inc -0.00276 0.00276
2281 occupation_Handlers-cleaners native-country_Vietnam -0.00276 0.00276
4108 native-country_Dominican-Republic native-country_Puerto-Rico -0.00275 0.00275
4695 native-country_India native-country_South -0.00275 0.00275
608 workclass_Never-worked hours-per-weekGRP_5_[60,INF) -0.00275 0.00275
3924 native-country_China native-country_El-Salvador -0.00275 0.00275
1715 marital-status_Widowed hours-per-weekGRP_2_[20,40] 0.00275 0.00275
3522 race_Other native-country_Greece -0.00274 0.00274
2993 relationship_Not-in-family native-country_Ecuador -0.00274 0.00274
1341 marital-status_Married-civ-spouse native-country_South 0.00274 0.00274
3520 race_Other native-country_France -0.00274 0.00274
672 workclass_Private native-country_Japan 0.00274 0.00274
259 workclass_? native-country_England -0.00273 0.00273
4939 native-country_Mexico native-country_Scotland -0.00273 0.00273
5015 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_2_[4,6] 0.00272 0.00272
2091 occupation_Exec-managerial native-country_Germany 0.00272 0.00272
4710 native-country_India education-numGRP_3_[6,8] 0.00272 0.00272
658 workclass_Private native-country_France -0.00272 0.00272
5198 native-country_South education-numGRP_3_[6,8] -0.00272 0.00272
5102 native-country_Poland education-numGRP_5_[10,13] 0.00272 0.00272
256 workclass_? native-country_Dominican-Republic -0.00272 0.00272
2649 occupation_Protective-serv native-country_Jamaica -0.00271 0.00271
3874 native-country_Canada native-country_Guatemala -0.00271 0.00271
4198 native-country_El-Salvador native-country_Italy -0.00271 0.00271
2659 occupation_Protective-serv native-country_Puerto-Rico 0.00271 0.00271
2940 relationship_Husband native-country_Japan 0.0027 0.0027
3764 native-country_? native-country_Honduras -0.0027 0.0027
356 workclass_Federal-gov native-country_Cuba -0.0027 0.0027
3766 native-country_? native-country_Hungary -0.0027 0.0027
4046 native-country_Cuba native-country_Jamaica -0.0027 0.0027
2511 occupation_Priv-house-serv native-country_Taiwan -0.00269 0.00269
5141 native-country_Puerto-Rico native-country_Vietnam -0.00269 0.00269
2006 occupation_Craft-repair native-country_El-Salvador 0.00269 0.00269
3274 relationship_Wife native-country_Hungary 0.00269 0.00269
362 workclass_Federal-gov native-country_Germany 0.00269 0.00269
3240 relationship_Unmarried education-numGRP_3_[6,8] 0.00268 0.00268
4058 native-country_Cuba native-country_South -0.00268 0.00268
2656 occupation_Protective-serv native-country_Philippines -0.00268 0.00268
5264 native-country_Trinadad&Tobago education-numGRP_6_[13,16) -0.00268 0.00268
3342 race_Amer-Indian-Eskimo native-country_Ireland -0.00267 0.00267
3885 native-country_Canada native-country_Japan -0.00267 0.00267
2728 occupation_Sales native-country_Outlying-US(Guam-USVI-etc) -0.00267 0.00267
3935 native-country_China native-country_India -0.00267 0.00267
495 workclass_Local-gov ageGRP_3_[30,40] -0.00266 0.00266
544 workclass_Never-worked race_Asian-Pac-Islander -0.00266 0.00266
4083 native-country_Dominican-Republic native-country_El-Salvador -0.00265 0.00265
3158 relationship_Own-child native-country_South 0.00265 0.00265
1753 occupation_? native-country_Ecuador -0.00265 0.00265
2716 occupation_Sales native-country_Honduras 0.00264 0.00264
4712 native-country_India education-numGRP_5_[10,13] 0.00264 0.00264
1835 occupation_Adm-clerical native-country_Columbia 0.00264 0.00264
520 workclass_Never-worked marital-status_Separated -0.00264 0.00264
5055 native-country_Philippines native-country_Portugal -0.00264 0.00264
4583 native-country_Honduras ageGRP_2_[20,30] 0.00263 0.00263
257 workclass_? native-country_Ecuador -0.00263 0.00263
1590 marital-status_Separated native-country_Hong 0.00263 0.00263
4664 native-country_Hungary ageGRP_2_[20,30] 0.00263 0.00263
471 workclass_Local-gov native-country_Iran -0.00263 0.00263
4444 native-country_Guatemala native-country_Puerto-Rico -0.00263 0.00263
4248 native-country_England native-country_Jamaica -0.00263 0.00263
4682 native-country_India native-country_Italy -0.00263 0.00263
261 workclass_? native-country_Germany 0.00262 0.00262
2271 occupation_Handlers-cleaners native-country_Philippines -0.00262 0.00262
4554 native-country_Holand-Netherlands hours-per-weekGRP_3_[40,50] -0.00262 0.00262
2486 occupation_Priv-house-serv native-country_Germany 0.00262 0.00262
3892 native-country_Canada native-country_Poland -0.00262 0.00262
4260 native-country_England native-country_South -0.00261 0.00261
1208 marital-status_Married-AF-spouse race_Amer-Indian-Eskimo -0.00261 0.00261
2946 relationship_Husband native-country_Philippines -0.0026 0.0026
527 workclass_Never-worked occupation_Farming-fishing -0.0026 0.0026
521 workclass_Never-worked marital-status_Widowed -0.0026 0.0026
76 CapitalGainPositive native-country_Poland 0.0026 0.0026
4216 native-country_El-Salvador native-country_Vietnam -0.0026 0.0026
614 workclass_Private marital-status_Married-AF-spouse -0.0026 0.0026
3865 native-country_Canada native-country_Columbia -0.0026 0.0026
3921 native-country_China native-country_Cuba -0.0026 0.0026
4873 native-country_Japan native-country_Puerto-Rico -0.00259 0.00259
3378 race_Amer-Indian-Eskimo hours-per-weekGRP_4_[50,60] -0.00259 0.00259
3782 native-country_? native-country_Scotland -0.00259 0.00259
3279 relationship_Wife native-country_Jamaica -0.00259 0.00259
4094 native-country_Dominican-Republic native-country_India -0.00258 0.00258
539 workclass_Never-worked relationship_Other-relative -0.00258 0.00258
2863 occupation_Transport-moving native-country_Hungary 0.00258 0.00258
4356 native-country_Germany native-country_Taiwan -0.00257 0.00257
1757 occupation_? native-country_Germany 0.00256 0.00256
310 workclass_Federal-gov workclass_Never-worked -0.00256 0.00256
4045 native-country_Cuba native-country_Italy -0.00256 0.00256
5083 native-country_Poland native-country_Puerto-Rico -0.00255 0.00255
5204 native-country_South hours-per-weekGRP_3_[40,50] -0.00255 0.00255
4189 native-country_El-Salvador native-country_Guatemala -0.00254 0.00254
4171 native-country_Ecuador ageGRP_4_[40,50] 0.00254 0.00254
123 CapitalLossPositive occupation_Craft-repair 0.00254 0.00254
4754 native-country_Iran hours-per-weekGRP_3_[40,50] 0.00254 0.00254
52 CapitalGainPositive native-country_Ecuador 0.00253 0.00253
1437 marital-status_Married-spouse-absent native-country_Yugoslavia -0.00253 0.00253
4966 native-country_Nicaragua native-country_Philippines -0.00253 0.00253
3925 native-country_China native-country_England -0.00253 0.00253
4003 native-country_Columbia native-country_Puerto-Rico -0.00253 0.00253
5309 native-country_Yugoslavia ageGRP_3_[30,40] 0.00252 0.00252
4700 native-country_India native-country_Vietnam -0.00252 0.00252
4029 native-country_Cuba native-country_Dominican-Republic -0.00251 0.00251
3220 relationship_Unmarried native-country_Philippines -0.00251 0.00251
4677 native-country_Hungary hours-per-weekGRP_3_[40,50] 0.00251 0.00251
535 workclass_Never-worked occupation_Tech-support -0.00251 0.00251
4247 native-country_England native-country_Italy -0.0025 0.0025
1021 workclass_Without-pay relationship_Unmarried 0.0025 0.0025
4200 native-country_El-Salvador native-country_Japan -0.0025 0.0025
482 workclass_Local-gov native-country_Poland -0.0025 0.0025
272 workclass_? native-country_Italy 0.00249 0.00249
4756 native-country_Iran hours-per-weekGRP_5_[60,INF) 0.00249 0.00249
1656 marital-status_Widowed race_Other -0.00249 0.00249
3531 race_Other native-country_Ireland -0.00249 0.00249
395 workclass_Federal-gov ageGRP_3_[30,40] 0.00249 0.00249
30 CapitalGainPositive occupation_Tech-support 0.00248 0.00248
4841 native-country_Jamaica native-country_South -0.00248 0.00248
2987 relationship_Not-in-family native-country_Cambodia -0.00247 0.00247
2495 occupation_Priv-house-serv native-country_Iran -0.00247 0.00247
2942 relationship_Husband native-country_Mexico 0.00246 0.00246
4430 native-country_Guatemala native-country_India -0.00246 0.00246
3433 race_Asian-Pac-Islander education-numGRP_1_[1,4] -0.00246 0.00246
4063 native-country_Cuba native-country_Vietnam -0.00246 0.00246
4207 native-country_El-Salvador native-country_Poland -0.00246 0.00246
2947 relationship_Husband native-country_Poland 0.00246 0.00246
765 workclass_Self-emp-inc native-country_Iran 0.00245 0.00245
4850 native-country_Jamaica ageGRP_3_[30,40] 0.00244 0.00244
1211 marital-status_Married-AF-spouse race_Other -0.00244 0.00244
3091 relationship_Other-relative native-country_Taiwan -0.00244 0.00244
4084 native-country_Dominican-Republic native-country_England -0.00244 0.00244
783 workclass_Self-emp-inc native-country_Trinadad&Tobago 0.00244 0.00244
1768 occupation_? native-country_Italy 0.00244 0.00244
2712 occupation_Sales native-country_Greece 0.00244 0.00244
3978 native-country_Columbia native-country_El-Salvador -0.00243 0.00243
1849 occupation_Adm-clerical native-country_Hungary -0.00243 0.00243
2203 occupation_Farming-fishing ageGRP_1_[0,20] -0.00243 0.00243
3616 race_White ageGRP_4_[40,50] -0.00242 0.00242
5147 native-country_Puerto-Rico ageGRP_5_[50,60] 0.00242 0.00242
4684 native-country_India native-country_Japan -0.00242 0.00242
3897 native-country_Canada native-country_Taiwan -0.00242 0.00242
3002 relationship_Not-in-family native-country_Honduras 0.00241 0.00241
5025 native-country_Peru native-country_Philippines -0.00241 0.00241
1668 marital-status_Widowed native-country_El-Salvador 0.00241 0.00241
680 workclass_Private native-country_Portugal 0.0024 0.0024
3939 native-country_China native-country_Jamaica -0.0024 0.0024
4036 native-country_Cuba native-country_Guatemala -0.0024 0.0024
4334 native-country_Germany native-country_Haiti -0.00239 0.00239
4023 native-country_Columbia education-numGRP_6_[13,16) -0.00239 0.00239
3911 native-country_Canada education-numGRP_3_[6,8] 0.00239 0.00239
4265 native-country_England native-country_Vietnam -0.00239 0.00239
1432 marital-status_Married-spouse-absent native-country_Taiwan 0.00238 0.00238
1847 occupation_Adm-clerical native-country_Honduras 0.00238 0.00238
3138 relationship_Own-child native-country_Holand-Netherlands -0.00238 0.00238
3951 native-country_China native-country_South -0.00238 0.00238
4691 native-country_India native-country_Poland -0.00238 0.00238
1424 marital-status_Married-spouse-absent native-country_Outlying-US(Guam-USVI-etc) -0.00237 0.00237
1898 occupation_Armed-Forces occupation_Protective-serv -0.00237 0.00237
4794 native-country_Italy native-country_Jamaica -0.00237 0.00237
5244 native-country_Thailand education-numGRP_6_[13,16) 0.00237 0.00237
3322 race_Amer-Indian-Eskimo native-country_Cambodia -0.00237 0.00237
3359 race_Amer-Indian-Eskimo native-country_Trinadad&Tobago -0.00237 0.00237
70 CapitalGainPositive native-country_Laos -0.00236 0.00236
1941 occupation_Armed-Forces native-country_Mexico -0.00236 0.00236
3285 relationship_Wife native-country_Peru 0.00236 0.00236
4926 native-country_Laos education-numGRP_6_[13,16) -0.00236 0.00236
3989 native-country_Columbia native-country_India -0.00236 0.00236
4047 native-country_Cuba native-country_Japan -0.00236 0.00236
4340 native-country_Germany native-country_Iran -0.00236 0.00236
5137 native-country_Puerto-Rico native-country_Taiwan -0.00235 0.00235
4806 native-country_Italy native-country_South -0.00235 0.00235
5148 native-country_Puerto-Rico ageGRP_6_[60,INF) -0.00235 0.00235
4303 native-country_France native-country_Philippines -0.00234 0.00234
4238 native-country_England native-country_Guatemala -0.00234 0.00234
4396 native-country_Greece native-country_Philippines -0.00234 0.00234
1575 marital-status_Separated native-country_Canada -0.00234 0.00234
759 workclass_Self-emp-inc native-country_Haiti -0.00233 0.00233
812 workclass_Self-emp-not-inc marital-status_Widowed -0.00233 0.00233
4098 native-country_Dominican-Republic native-country_Jamaica -0.00232 0.00232
1786 occupation_? native-country_Vietnam -0.00232 0.00232
4054 native-country_Cuba native-country_Poland -0.00232 0.00232
868 workclass_Self-emp-not-inc native-country_Nicaragua -0.00232 0.00232
3568 race_Other hours-per-weekGRP_5_[60,INF) -0.00231 0.00231
2533 occupation_Priv-house-serv hours-per-weekGRP_5_[60,INF) 0.00231 0.00231
5302 native-country_Vietnam hours-per-weekGRP_1_[0,20] 0.00231 0.00231
3346 race_Amer-Indian-Eskimo native-country_Laos -0.00231 0.00231
3358 race_Amer-Indian-Eskimo native-country_Thailand -0.00231 0.00231
3367 race_Amer-Indian-Eskimo ageGRP_5_[50,60] -0.0023 0.0023
4249 native-country_England native-country_Japan -0.0023 0.0023
4110 native-country_Dominican-Republic native-country_South -0.0023 0.0023
5171 native-country_Scotland ageGRP_5_[50,60] 0.0023 0.0023
4513 native-country_Haiti hours-per-weekGRP_5_[60,INF) 0.0023 0.0023
3975 native-country_Columbia native-country_Cuba -0.0023 0.0023
290 workclass_? native-country_Vietnam -0.00229 0.00229
3586 race_White native-country_Holand-Netherlands 0.00229 0.00229
4418 native-country_Greece education-numGRP_5_[10,13] -0.00229 0.00229
842 workclass_Self-emp-not-inc native-country_Cambodia -0.00229 0.00229
4156 native-country_Ecuador native-country_Philippines -0.00229 0.00229
879 workclass_Self-emp-not-inc native-country_Trinadad&Tobago -0.00229 0.00229
2507 occupation_Priv-house-serv native-country_Portugal -0.00229 0.00229
3938 native-country_China native-country_Italy -0.00228 0.00228
2585 occupation_Prof-specialty native-country_Scotland 0.00228 0.00228
1414 marital-status_Married-spouse-absent native-country_Hungary -0.00228 0.00228
3527 race_Other native-country_Hong -0.00227 0.00227
5155 native-country_Puerto-Rico hours-per-weekGRP_1_[0,20] -0.00227 0.00227
4846 native-country_Jamaica native-country_Vietnam -0.00227 0.00227
5268 native-country_Trinadad&Tobago hours-per-weekGRP_4_[50,60] -0.00227 0.00227
2764 occupation_Tech-support relationship_Unmarried 0.00227 0.00227
4623 native-country_Hong ageGRP_1_[0,20] -0.00227 0.00227
2933 relationship_Husband native-country_Hong 0.00226 0.00226
3711 sex_Male native-country_Ireland 0.00226 0.00226
4985 native-country_Nicaragua education-numGRP_2_[4,6] 0.00226 0.00226
4212 native-country_El-Salvador native-country_Taiwan -0.00226 0.00226
4256 native-country_England native-country_Poland -0.00226 0.00226
3652 sex_Female native-country_Ireland -0.00226 0.00226
3284 relationship_Wife native-country_Outlying-US(Guam-USVI-etc) 0.00225 0.00225
3875 native-country_Canada native-country_Haiti -0.00225 0.00225
1915 occupation_Armed-Forces native-country_? -0.00225 0.00225
5188 native-country_South native-country_Vietnam -0.00225 0.00225
3848 native-country_Cambodia ageGRP_2_[20,30] -0.00224 0.00224
2997 relationship_Not-in-family native-country_Germany 0.00224 0.00224
5018 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_5_[10,13] 0.00224 0.00224
284 workclass_? native-country_Scotland 0.00224 0.00224
39 CapitalGainPositive race_Asian-Pac-Islander -0.00224 0.00224
3979 native-country_Columbia native-country_England -0.00224 0.00224
3922 native-country_China native-country_Dominican-Republic -0.00223 0.00223
2552 occupation_Prof-specialty native-country_Cambodia 0.00223 0.00223
4434 native-country_Guatemala native-country_Jamaica -0.00222 0.00222
1069 workclass_Without-pay native-country_United-States 0.00222 0.00222
1780 occupation_? native-country_Scotland 0.00222 0.00222
3881 native-country_Canada native-country_Iran -0.00222 0.00222
3533 race_Other native-country_Jamaica 0.00221 0.00221
3511 race_Other native-country_Cambodia -0.00221 0.00221
682 workclass_Private native-country_Scotland 0.00221 0.00221
2874 occupation_Transport-moving native-country_Peru 0.00221 0.00221
968 workclass_State-gov native-country_Portugal -0.00221 0.00221
4827 native-country_Italy hours-per-weekGRP_3_[40,50] -0.00221 0.00221
1138 marital-status_Divorced native-country_Holand-Netherlands -0.0022 0.0022
4696 native-country_India native-country_Taiwan -0.0022 0.0022
4446 native-country_Guatemala native-country_South -0.0022 0.0022
4097 native-country_Dominican-Republic native-country_Italy -0.0022 0.0022
1161 marital-status_Divorced native-country_Trinadad&Tobago -0.0022 0.0022
4420 native-country_Greece hours-per-weekGRP_1_[0,20] -0.00219 0.00219
4352 native-country_Germany native-country_Portugal -0.00219 0.00219
4924 native-country_Laos education-numGRP_4_[8,10] -0.00219 0.00219
5299 native-country_Vietnam education-numGRP_4_[8,10] -0.00219 0.00219
1430 marital-status_Married-spouse-absent native-country_Scotland -0.00219 0.00219
5242 native-country_Thailand education-numGRP_4_[8,10] -0.00219 0.00219
4327 native-country_France hours-per-weekGRP_1_[0,20] -0.00219 0.00219
1566 marital-status_Separated race_Amer-Indian-Eskimo 0.00219 0.00219
1573 marital-status_Separated native-country_? 0.00219 0.00219
4830 native-country_Jamaica native-country_Japan -0.00218 0.00218
3956 native-country_China native-country_Vietnam -0.00218 0.00218
55 CapitalGainPositive native-country_France 0.00218 0.00218
4282 native-country_England hours-per-weekGRP_4_[50,60] 0.00218 0.00218
5190 native-country_South ageGRP_1_[0,20] -0.00218 0.00218
5393 ageGRP_5_[50,60] hours-per-weekGRP_5_[60,INF) 0.00218 0.00218
4488 native-country_Haiti native-country_Puerto-Rico -0.00218 0.00218
3362 race_Amer-Indian-Eskimo native-country_Yugoslavia -0.00218 0.00218
4639 native-country_Hong hours-per-weekGRP_5_[60,INF) 0.00217 0.00217
4875 native-country_Japan native-country_South -0.00217 0.00217
4731 native-country_Iran native-country_Puerto-Rico -0.00216 0.00216
5298 native-country_Vietnam education-numGRP_3_[6,8] 0.00216 0.00216
67 CapitalGainPositive native-country_Italy 0.00216 0.00216
3535 race_Other native-country_Laos -0.00215 0.00215
2873 occupation_Transport-moving native-country_Outlying-US(Guam-USVI-etc) 0.00215 0.00215
4072 native-country_Cuba education-numGRP_2_[4,6] 0.00215 0.00215
5235 native-country_Thailand ageGRP_3_[30,40] -0.00215 0.00215
3547 race_Other native-country_Thailand -0.00215 0.00215
1016 workclass_Without-pay occupation_Transport-moving 0.00215 0.00215
4837 native-country_Jamaica native-country_Poland -0.00215 0.00215
4811 native-country_Italy native-country_Vietnam -0.00215 0.00215
4059 native-country_Cuba native-country_Taiwan -0.00214 0.00214
319 workclass_Federal-gov marital-status_Married-spouse-absent -0.00214 0.00214
3993 native-country_Columbia native-country_Jamaica -0.00213 0.00213
5194 native-country_South ageGRP_5_[50,60] -0.00213 0.00213
5085 native-country_Poland native-country_South -0.00213 0.00213
3929 native-country_China native-country_Guatemala -0.00213 0.00213
5319 native-country_Yugoslavia hours-per-weekGRP_1_[0,20] -0.00213 0.00213
1199 marital-status_Married-AF-spouse occupation_Sales -0.00212 0.00212
2809 occupation_Tech-support native-country_Taiwan -0.00212 0.00212
4765 native-country_Ireland native-country_Philippines -0.00212 0.00212
1086 workclass_Without-pay hours-per-weekGRP_3_[40,50] -0.00212 0.00212
2566 occupation_Prof-specialty native-country_Holand-Netherlands -0.00212 0.00212
4115 native-country_Dominican-Republic native-country_Vietnam -0.00211 0.00211
4544 native-country_Holand-Netherlands ageGRP_5_[50,60] -0.00211 0.00211
4005 native-country_Columbia native-country_South -0.00211 0.00211
177 CapitalLossPositive native-country_Peru -0.00211 0.00211
5295 native-country_Vietnam ageGRP_6_[60,INF) -0.0021 0.0021
4347 native-country_Germany native-country_Nicaragua -0.0021 0.0021
4190 native-country_El-Salvador native-country_Haiti -0.0021 0.0021
2013 occupation_Craft-repair native-country_Holand-Netherlands -0.0021 0.0021
4433 native-country_Guatemala native-country_Italy -0.0021 0.0021
3940 native-country_China native-country_Japan -0.0021 0.0021
2504 occupation_Priv-house-serv native-country_Peru -0.00209 0.00209
2095 occupation_Exec-managerial native-country_Holand-Netherlands -0.00209 0.00209
4261 native-country_England native-country_Taiwan -0.00209 0.00209
686 workclass_Private native-country_Trinadad&Tobago 0.00209 0.00209
533 workclass_Never-worked occupation_Protective-serv -0.00209 0.00209
576 workclass_Never-worked native-country_Mexico -0.00208 0.00208
4196 native-country_El-Salvador native-country_Iran -0.00208 0.00208
1523 marital-status_Never-married native-country_Trinadad&Tobago 0.00208 0.00208
1245 marital-status_Married-AF-spouse native-country_Philippines -0.00208 0.00208
1486 marital-status_Never-married native-country_Cambodia 0.00208 0.00208
1204 marital-status_Married-AF-spouse relationship_Other-relative 0.00208 0.00208
421 workclass_Local-gov marital-status_Separated -0.00207 0.00207
3366 race_Amer-Indian-Eskimo ageGRP_4_[40,50] -0.00207 0.00207
1972 occupation_Armed-Forces hours-per-weekGRP_4_[50,60] 0.00207 0.00207
4795 native-country_Italy native-country_Japan -0.00207 0.00207
3947 native-country_China native-country_Poland -0.00206 0.00206
4088 native-country_Dominican-Republic native-country_Guatemala -0.00206 0.00206
1970 occupation_Armed-Forces hours-per-weekGRP_2_[20,40] -0.00206 0.00206
2274 occupation_Handlers-cleaners native-country_Puerto-Rico -0.00206 0.00206
3893 native-country_Canada native-country_Portugal -0.00206 0.00206
1776 occupation_? native-country_Philippines -0.00206 0.00206
1010 workclass_Without-pay occupation_Other-service -0.00205 0.00205
4416 native-country_Greece education-numGRP_3_[6,8] -0.00205 0.00205
3920 native-country_China native-country_Columbia -0.00205 0.00205
3349 race_Amer-Indian-Eskimo native-country_Outlying-US(Guam-USVI-etc) -0.00204 0.00204
1023 workclass_Without-pay race_Amer-Indian-Eskimo -0.00204 0.00204
844 workclass_Self-emp-not-inc native-country_China -0.00204 0.00204
1905 occupation_Armed-Forces relationship_Own-child -0.00204 0.00204
2671 occupation_Protective-serv ageGRP_4_[40,50] 0.00204 0.00204
4474 native-country_Haiti native-country_India -0.00204 0.00204
4802 native-country_Italy native-country_Poland -0.00204 0.00204
4858 native-country_Jamaica education-numGRP_5_[10,13] -0.00204 0.00204
4099 native-country_Dominican-Republic native-country_Japan -0.00203 0.00203
1662 marital-status_Widowed native-country_Canada -0.00203 0.00203
3551 race_Other native-country_Yugoslavia -0.00203 0.00203
5275 native-country_United-States ageGRP_4_[40,50] 0.00202 0.00202
4680 native-country_India native-country_Iran -0.00202 0.00202
3992 native-country_Columbia native-country_Italy -0.00202 0.00202
4451 native-country_Guatemala native-country_Vietnam -0.00202 0.00202
2487 occupation_Priv-house-serv native-country_Greece -0.00202 0.00202
1846 occupation_Adm-clerical native-country_Holand-Netherlands -0.00201 0.00201
5180 native-country_Scotland hours-per-weekGRP_2_[20,40] 0.00201 0.00201
4786 native-country_Ireland education-numGRP_4_[8,10] 0.00201 0.00201
4349 native-country_Germany native-country_Peru -0.00201 0.00201
1192 marital-status_Married-AF-spouse occupation_Farming-fishing 0.002 0.002
5109 native-country_Portugal native-country_Puerto-Rico -0.002 0.002
3211 relationship_Unmarried native-country_Ireland -0.00199 0.00199
4106 native-country_Dominican-Republic native-country_Poland -0.00199 0.00199
280 workclass_? native-country_Philippines -0.00199 0.00199
4629 native-country_Hong education-numGRP_1_[1,4] 0.00199 0.00199
4037 native-country_Cuba native-country_Haiti -0.00199 0.00199
3976 native-country_Columbia native-country_Dominican-Republic -0.00198 0.00198
550 workclass_Never-worked native-country_? -0.00198 0.00198
4842 native-country_Jamaica native-country_Taiwan -0.00198 0.00198
5095 native-country_Poland ageGRP_4_[40,50] 0.00198 0.00198
347 workclass_Federal-gov race_Other -0.00198 0.00198
4880 native-country_Japan native-country_Vietnam -0.00198 0.00198
5184 native-country_South native-country_Taiwan -0.00197 0.00197
5253 native-country_Trinadad&Tobago ageGRP_1_[0,20] -0.00197 0.00197
3915 native-country_Canada hours-per-weekGRP_1_[0,20] 0.00197 0.00197
3847 native-country_Cambodia ageGRP_1_[0,20] -0.00197 0.00197
2715 occupation_Sales native-country_Holand-Netherlands -0.00197 0.00197
3888 native-country_Canada native-country_Nicaragua -0.00197 0.00197
4043 native-country_Cuba native-country_Iran -0.00197 0.00197
2746 occupation_Sales ageGRP_5_[50,60] -0.00197 0.00197
4411 native-country_Greece ageGRP_4_[40,50] 0.00196 0.00196
3137 relationship_Own-child native-country_Haiti -0.00196 0.00196
4714 native-country_India hours-per-weekGRP_1_[0,20] 0.00196 0.00196
3337 race_Amer-Indian-Eskimo native-country_Honduras -0.00196 0.00196
3339 race_Amer-Indian-Eskimo native-country_Hungary -0.00196 0.00196
5248 native-country_Thailand hours-per-weekGRP_4_[50,60] -0.00195 0.00195
1865 occupation_Adm-clerical native-country_Scotland -0.00195 0.00195
2469 occupation_Priv-house-serv race_Asian-Pac-Islander -0.00195 0.00195
5090 native-country_Poland native-country_Vietnam -0.00195 0.00195
4284 native-country_France native-country_Germany -0.00194 0.00194
4435 native-country_Guatemala native-country_Japan -0.00194 0.00194
4332 native-country_Germany native-country_Greece -0.00194 0.00194
4239 native-country_England native-country_Haiti -0.00194 0.00194
4611 native-country_Hong native-country_Philippines -0.00194 0.00194
4010 native-country_Columbia native-country_Vietnam -0.00193 0.00193
4022 native-country_Columbia education-numGRP_5_[10,13] -0.00193 0.00193
4208 native-country_El-Salvador native-country_Portugal -0.00193 0.00193
5310 native-country_Yugoslavia ageGRP_4_[40,50] 0.00192 0.00192
3399 race_Asian-Pac-Islander native-country_Haiti -0.00192 0.00192
906 workclass_State-gov marital-status_Separated 0.00192 0.00192
4969 native-country_Nicaragua native-country_Puerto-Rico -0.00192 0.00192
4245 native-country_England native-country_Iran -0.00191 0.00191
281 workclass_? native-country_Poland 0.00191 0.00191
3155 relationship_Own-child native-country_Portugal -0.00191 0.00191
3266 relationship_Wife native-country_France -0.00191 0.00191
3205 relationship_Unmarried native-country_Holand-Netherlands -0.00191 0.00191
4137 native-country_Ecuador native-country_Germany -0.00191 0.00191
4442 native-country_Guatemala native-country_Poland -0.00191 0.00191
1026 workclass_Without-pay race_Other -0.0019 0.0019
1382 marital-status_Married-spouse-absent occupation_Transport-moving -0.0019 0.0019
1370 marital-status_Married-spouse-absent occupation_Armed-Forces -0.0019 0.0019
3538 race_Other native-country_Outlying-US(Guam-USVI-etc) -0.0019 0.0019
111 CapitalLossPositive workclass_State-gov -0.0019 0.0019
3952 native-country_China native-country_Taiwan -0.0019 0.0019
1494 marital-status_Never-married native-country_England -0.0019 0.0019
5061 native-country_Philippines native-country_Trinadad&Tobago -0.00189 0.00189
973 workclass_State-gov native-country_Thailand 0.00189 0.00189
3355 race_Amer-Indian-Eskimo native-country_Scotland -0.00189 0.00189
3983 native-country_Columbia native-country_Guatemala -0.00189 0.00189
3835 native-country_Cambodia native-country_Philippines -0.00189 0.00189
3890 native-country_Canada native-country_Peru -0.00189 0.00189
2632 occupation_Protective-serv native-country_Dominican-Republic -0.00188 0.00188
4871 native-country_Japan native-country_Poland -0.00188 0.00188
4807 native-country_Italy native-country_Taiwan -0.00188 0.00188
5288 native-country_United-States hours-per-weekGRP_5_[60,INF) -0.00188 0.00188
3164 relationship_Own-child native-country_Yugoslavia -0.00187 0.00187
1777 occupation_? native-country_Poland 0.00187 0.00187
175 CapitalLossPositive native-country_Nicaragua 0.00187 0.00187
999 workclass_Without-pay marital-status_Never-married -0.00187 0.00187
2097 occupation_Exec-managerial native-country_Hong -0.00187 0.00187
460 workclass_Local-gov native-country_England -0.00187 0.00187
4692 native-country_India native-country_Portugal -0.00187 0.00187
3994 native-country_Columbia native-country_Japan -0.00186 0.00186
2413 occupation_Other-service native-country_Holand-Netherlands -0.00186 0.00186
2245 occupation_Handlers-cleaners native-country_Columbia 0.00186 0.00186
4203 native-country_El-Salvador native-country_Nicaragua -0.00185 0.00185
1608 marital-status_Separated native-country_South -0.00184 0.00184
4478 native-country_Haiti native-country_Jamaica -0.00184 0.00184
2496 occupation_Priv-house-serv native-country_Ireland -0.00184 0.00184
1485 marital-status_Never-married native-country_? 0.00184 0.00184
2556 occupation_Prof-specialty native-country_Cuba -0.00184 0.00184
4111 native-country_Dominican-Republic native-country_Taiwan -0.00184 0.00184
4903 native-country_Laos native-country_Philippines -0.00184 0.00184
5060 native-country_Philippines native-country_Thailand -0.00184 0.00184
3528 race_Other native-country_Hungary -0.00183 0.00183
5028 native-country_Peru native-country_Puerto-Rico -0.00183 0.00183
4490 native-country_Haiti native-country_South -0.00183 0.00183
1524 marital-status_Never-married native-country_United-States 0.00183 0.00183
3526 race_Other native-country_Honduras -0.00183 0.00183
4001 native-country_Columbia native-country_Poland -0.00183 0.00183
3076 relationship_Other-relative native-country_Ireland 0.00183 0.00183
648 workclass_Private native-country_? 0.00183 0.00183
4073 native-country_Cuba education-numGRP_3_[6,8] -0.00182 0.00182
872 workclass_Self-emp-not-inc native-country_Poland -0.00182 0.00182
2264 occupation_Handlers-cleaners native-country_Jamaica 0.00182 0.00182
4721 native-country_Iran native-country_Jamaica -0.00182 0.00182
3871 native-country_Canada native-country_France -0.00182 0.00182
4055 native-country_Cuba native-country_Portugal -0.00182 0.00182
3873 native-country_Canada native-country_Greece -0.00182 0.00182
3463 race_Black native-country_Holand-Netherlands -0.00181 0.00181
2954 relationship_Husband native-country_Trinadad&Tobago -0.00181 0.00181
4718 native-country_India hours-per-weekGRP_5_[60,INF) 0.00181 0.00181
5210 native-country_Taiwan native-country_Vietnam -0.0018 0.0018
1196 marital-status_Married-AF-spouse occupation_Priv-house-serv -0.0018 0.0018
1179 marital-status_Divorced hours-per-weekGRP_3_[40,50] 0.0018 0.0018
4733 native-country_Iran native-country_South -0.0018 0.0018
3868 native-country_Canada native-country_Ecuador -0.00179 0.00179
4687 native-country_India native-country_Nicaragua -0.00179 0.00179
1836 occupation_Adm-clerical native-country_Cuba 0.00178 0.00178
767 workclass_Self-emp-inc native-country_Italy 0.00178 0.00178
4257 native-country_England native-country_Portugal -0.00178 0.00178
5107 native-country_Poland hours-per-weekGRP_4_[50,60] -0.00178 0.00178
266 workclass_? native-country_Honduras 0.00178 0.00178
3852 native-country_Cambodia ageGRP_6_[60,INF) -0.00178 0.00178
5258 native-country_Trinadad&Tobago ageGRP_6_[60,INF) -0.00178 0.00178
3011 relationship_Not-in-family native-country_Laos -0.00177 0.00177
3930 native-country_China native-country_Haiti -0.00177 0.00177
4341 native-country_Germany native-country_Ireland -0.00177 0.00177
1760 occupation_? native-country_Haiti -0.00177 0.00177
4399 native-country_Greece native-country_Puerto-Rico -0.00177 0.00177
4306 native-country_France native-country_Puerto-Rico -0.00177 0.00177
2182 occupation_Farming-fishing native-country_Ireland 0.00176 0.00176
3544 race_Other native-country_Scotland -0.00176 0.00176
5132 native-country_Portugal hours-per-weekGRP_3_[40,50] -0.00176 0.00176
1762 occupation_? native-country_Honduras 0.00176 0.00176
945 workclass_State-gov native-country_England -0.00176 0.00176
4447 native-country_Guatemala native-country_Taiwan -0.00176 0.00176
4205 native-country_El-Salvador native-country_Peru -0.00176 0.00176
3936 native-country_China native-country_Iran -0.00175 0.00175
4050 native-country_Cuba native-country_Nicaragua -0.00175 0.00175
2098 occupation_Exec-managerial native-country_Hungary 0.00175 0.00175
4378 native-country_Germany hours-per-weekGRP_5_[60,INF) -0.00175 0.00175
4552 native-country_Holand-Netherlands hours-per-weekGRP_1_[0,20] -0.00174 0.00174
4477 native-country_Haiti native-country_Italy -0.00174 0.00174
1073 workclass_Without-pay ageGRP_2_[20,30] -0.00174 0.00174
5245 native-country_Thailand hours-per-weekGRP_1_[0,20] 0.00174 0.00174
264 workclass_? native-country_Haiti -0.00174 0.00174
2992 relationship_Not-in-family native-country_Dominican-Republic 0.00174 0.00174
4159 native-country_Ecuador native-country_Puerto-Rico -0.00174 0.00174
1025 workclass_Without-pay race_Black -0.00173 0.00173
1226 marital-status_Married-AF-spouse native-country_Germany -0.00173 0.00173
2518 occupation_Priv-house-serv ageGRP_2_[20,30] 0.00173 0.00173
4876 native-country_Japan native-country_Taiwan -0.00173 0.00173
3644 sex_Female native-country_Guatemala -0.00173 0.00173
5064 native-country_Philippines native-country_Yugoslavia -0.00173 0.00173
3703 sex_Male native-country_Guatemala 0.00173 0.00173
963 workclass_State-gov native-country_Nicaragua -0.00173 0.00173
2842 occupation_Transport-moving race_White -0.00172 0.00172
4720 native-country_Iran native-country_Italy -0.00172 0.00172
1971 occupation_Armed-Forces hours-per-weekGRP_3_[40,50] 0.00172 0.00172
1593 marital-status_Separated native-country_Iran -0.00171 0.00171
4895 native-country_Japan hours-per-weekGRP_2_[20,40] -0.00171 0.00171
4186 native-country_El-Salvador native-country_France -0.00171 0.00171
4188 native-country_El-Salvador native-country_Greece -0.00171 0.00171
4689 native-country_India native-country_Peru -0.00171 0.00171
2658 occupation_Protective-serv native-country_Portugal 0.00171 0.00171
4089 native-country_Dominican-Republic native-country_Haiti -0.00171 0.00171
2022 occupation_Craft-repair native-country_Japan -0.00171 0.00171
3263 relationship_Wife native-country_Ecuador -0.0017 0.0017
5086 native-country_Poland native-country_Taiwan -0.0017 0.0017
4252 native-country_England native-country_Nicaragua -0.0017 0.0017
960 workclass_State-gov native-country_Japan -0.0017 0.0017
4095 native-country_Dominican-Republic native-country_Iran -0.00169 0.00169
134 CapitalLossPositive occupation_Transport-moving -0.00169 0.00169
1157 marital-status_Divorced native-country_Scotland 0.00169 0.00169
4006 native-country_Columbia native-country_Taiwan -0.00169 0.00169
4134 native-country_Ecuador native-country_El-Salvador -0.00168 0.00168
2492 occupation_Priv-house-serv native-country_Hong -0.00168 0.00168
4838 native-country_Jamaica native-country_Portugal -0.00168 0.00168
60 CapitalGainPositive native-country_Holand-Netherlands -0.00167 0.00167
1968 occupation_Armed-Forces education-numGRP_6_[13,16) 0.00167 0.00167
4551 native-country_Holand-Netherlands education-numGRP_6_[13,16) -0.00167 0.00167
4052 native-country_Cuba native-country_Peru -0.00167 0.00167
5111 native-country_Portugal native-country_South -0.00167 0.00167
86 CapitalGainPositive native-country_Yugoslavia -0.00167 0.00167
4495 native-country_Haiti native-country_Vietnam -0.00167 0.00167
518 workclass_Never-worked marital-status_Married-spouse-absent -0.00167 0.00167
860 workclass_Self-emp-not-inc native-country_India -0.00166 0.00166
4385 native-country_Greece native-country_India -0.00166 0.00166
4292 native-country_France native-country_India -0.00166 0.00166
3882 native-country_Canada native-country_Ireland -0.00166 0.00166
5170 native-country_Scotland ageGRP_4_[40,50] 0.00166 0.00166
4738 native-country_Iran native-country_Vietnam -0.00165 0.00165
4828 native-country_Italy hours-per-weekGRP_4_[50,60] -0.00165 0.00165
2530 occupation_Priv-house-serv hours-per-weekGRP_2_[20,40] -0.00165 0.00165
809 workclass_Self-emp-not-inc marital-status_Married-spouse-absent -0.00165 0.00165
2513 occupation_Priv-house-serv native-country_Trinadad&Tobago -0.00164 0.00164
2476 occupation_Priv-house-serv native-country_Cambodia -0.00164 0.00164
4425 native-country_Guatemala native-country_Haiti -0.00163 0.00163
4145 native-country_Ecuador native-country_India -0.00163 0.00163
5081 native-country_Philippines hours-per-weekGRP_5_[60,INF) -0.00163 0.00163
260 workclass_? native-country_France 0.00163 0.00163
4254 native-country_England native-country_Peru -0.00163 0.00163
28 CapitalGainPositive occupation_Protective-serv -0.00163 0.00163
4033 native-country_Cuba native-country_France -0.00162 0.00162
3948 native-country_China native-country_Portugal -0.00162 0.00162
3648 sex_Female native-country_Hong -0.00162 0.00162
4035 native-country_Cuba native-country_Greece -0.00162 0.00162
4996 native-country_Outlying-US(Guam-USVI-etc) native-country_Philippines -0.00162 0.00162
1217 marital-status_Married-AF-spouse native-country_Canada -0.00162 0.00162
3707 sex_Male native-country_Hong 0.00162 0.00162
4431 native-country_Guatemala native-country_Iran -0.00161 0.00161
4768 native-country_Ireland native-country_Puerto-Rico -0.00161 0.00161
4555 native-country_Holand-Netherlands hours-per-weekGRP_4_[50,60] -0.00161 0.00161
4479 native-country_Haiti native-country_Japan -0.00161 0.00161
856 workclass_Self-emp-not-inc native-country_Holand-Netherlands -0.00161 0.00161
3283 relationship_Wife native-country_Nicaragua 0.00161 0.00161
4337 native-country_Germany native-country_Hong -0.00161 0.00161
4833 native-country_Jamaica native-country_Nicaragua -0.00161 0.00161
2416 occupation_Other-service native-country_Hungary -0.00161 0.00161
2414 occupation_Other-service native-country_Honduras -0.00161 0.00161
2391 occupation_Other-service race_Amer-Indian-Eskimo 0.0016 0.0016
4120 native-country_Dominican-Republic ageGRP_4_[40,50] 0.0016 0.0016
4971 native-country_Nicaragua native-country_South -0.0016 0.0016
1756 occupation_? native-country_France 0.0016 0.0016
4803 native-country_Italy native-country_Portugal -0.0016 0.0016
4030 native-country_Cuba native-country_Ecuador -0.00159 0.00159
2500 occupation_Priv-house-serv native-country_Laos -0.00159 0.00159
4722 native-country_Iran native-country_Japan -0.00159 0.00159
4486 native-country_Haiti native-country_Poland -0.00158 0.00158
1594 marital-status_Separated native-country_Ireland 0.00158 0.00158
974 workclass_State-gov native-country_Trinadad&Tobago 0.00158 0.00158
1693 marital-status_Widowed native-country_Puerto-Rico 0.00158 0.00158
1248 marital-status_Married-AF-spouse native-country_Puerto-Rico -0.00158 0.00158
3984 native-country_Columbia native-country_Haiti -0.00157 0.00157
4358 native-country_Germany native-country_Trinadad&Tobago -0.00157 0.00157
4235 native-country_England native-country_France -0.00157 0.00157
4540 native-country_Holand-Netherlands ageGRP_1_[0,20] -0.00157 0.00157
4237 native-country_England native-country_Greece -0.00157 0.00157
4107 native-country_Dominican-Republic native-country_Portugal -0.00157 0.00157
2926 relationship_Husband native-country_France -0.00157 0.00157
3816 native-country_Cambodia native-country_Germany -0.00157 0.00157
5257 native-country_Trinadad&Tobago ageGRP_5_[50,60] -0.00156 0.00156
4729 native-country_Iran native-country_Poland -0.00156 0.00156
870 workclass_Self-emp-not-inc native-country_Peru -0.00156 0.00156
659 workclass_Private native-country_Germany 0.00156 0.00156
4651 native-country_Hungary native-country_Philippines -0.00156 0.00156
4570 native-country_Honduras native-country_Philippines -0.00156 0.00156
3990 native-country_Columbia native-country_Iran -0.00155 0.00155
1770 occupation_? native-country_Japan -0.00155 0.00155
3943 native-country_China native-country_Nicaragua -0.00155 0.00155
4197 native-country_El-Salvador native-country_Ireland -0.00155 0.00155
1340 marital-status_Married-civ-spouse native-country_Scotland 0.00154 0.00154
4135 native-country_Ecuador native-country_England -0.00154 0.00154
2586 occupation_Prof-specialty native-country_South 0.00154 0.00154
4835 native-country_Jamaica native-country_Peru -0.00154 0.00154
4545 native-country_Holand-Netherlands ageGRP_6_[60,INF) -0.00154 0.00154
5267 native-country_Trinadad&Tobago hours-per-weekGRP_3_[40,50] -0.00153 0.00153
5119 native-country_Portugal ageGRP_2_[20,30] 0.00153 0.00153
5116 native-country_Portugal native-country_Vietnam -0.00153 0.00153
4345 native-country_Germany native-country_Laos -0.00153 0.00153
5030 native-country_Peru native-country_South -0.00153 0.00153
3861 native-country_Cambodia hours-per-weekGRP_3_[40,50] -0.00153 0.00153
4357 native-country_Germany native-country_Thailand -0.00153 0.00153
4798 native-country_Italy native-country_Nicaragua -0.00153 0.00153
1911 occupation_Armed-Forces race_Other -0.00152 0.00152
1959 occupation_Armed-Forces ageGRP_3_[30,40] -0.00152 0.00152
3658 sex_Female native-country_Nicaragua 0.00152 0.00152
1223 marital-status_Married-AF-spouse native-country_El-Salvador -0.00152 0.00152
3717 sex_Male native-country_Nicaragua -0.00152 0.00152
3332 race_Amer-Indian-Eskimo native-country_Germany -0.00151 0.00151
3210 relationship_Unmarried native-country_Iran -0.00151 0.00151
4681 native-country_India native-country_Ireland -0.00151 0.00151
3878 native-country_Canada native-country_Hong -0.00151 0.00151
3406 race_Asian-Pac-Islander native-country_Ireland 0.00151 0.00151
274 workclass_? native-country_Japan -0.00151 0.00151
2005 occupation_Craft-repair native-country_Ecuador 0.0015 0.0015
2516 occupation_Priv-house-serv native-country_Yugoslavia -0.0015 0.0015
2036 occupation_Craft-repair native-country_Trinadad&Tobago -0.0015 0.0015
5300 native-country_Vietnam education-numGRP_5_[10,13] 0.0015 0.0015
4102 native-country_Dominican-Republic native-country_Nicaragua -0.0015 0.0015
4443 native-country_Guatemala native-country_Portugal -0.0015 0.0015
2465 occupation_Priv-house-serv relationship_Own-child -0.0015 0.0015
5057 native-country_Philippines native-country_Scotland -0.0015 0.0015
3297 relationship_Wife native-country_Yugoslavia 0.00149 0.00149
4296 native-country_France native-country_Jamaica -0.00149 0.00149
2628 occupation_Protective-serv native-country_Canada -0.00149 0.00149
4389 native-country_Greece native-country_Jamaica -0.00149 0.00149
1234 marital-status_Married-AF-spouse native-country_India -0.00148 0.00148
1502 marital-status_Never-married native-country_Hong -0.00148 0.00148
4308 native-country_France native-country_South -0.00148 0.00148
3945 native-country_China native-country_Peru -0.00148 0.00148
4401 native-country_Greece native-country_South -0.00148 0.00148
3807 native-country_Cambodia native-country_Canada -0.00148 0.00148
3899 native-country_Canada native-country_Trinadad&Tobago -0.00148 0.00148
4149 native-country_Ecuador native-country_Jamaica -0.00147 0.00147
4872 native-country_Japan native-country_Portugal -0.00147 0.00147
4976 native-country_Nicaragua native-country_Vietnam -0.00147 0.00147
5234 native-country_Thailand ageGRP_2_[20,30] 0.00147 0.00147
4044 native-country_Cuba native-country_Ireland -0.00147 0.00147
4614 native-country_Hong native-country_Puerto-Rico -0.00147 0.00147
4161 native-country_Ecuador native-country_South -0.00146 0.00146
3075 relationship_Other-relative native-country_Iran -0.00146 0.00146
4491 native-country_Haiti native-country_Taiwan -0.00146 0.00146
4800 native-country_Italy native-country_Peru -0.00146 0.00146
2872 occupation_Transport-moving native-country_Nicaragua 0.00146 0.00146
5082 native-country_Poland native-country_Portugal -0.00145 0.00145
969 workclass_State-gov native-country_Puerto-Rico -0.00145 0.00145
466 workclass_Local-gov native-country_Holand-Netherlands -0.00145 0.00145
751 workclass_Self-emp-inc native-country_Dominican-Republic -0.00145 0.00145
3898 native-country_Canada native-country_Thailand -0.00144 0.00144
4584 native-country_Honduras ageGRP_3_[30,40] -0.00144 0.00144
1220 marital-status_Married-AF-spouse native-country_Cuba -0.00144 0.00144
3886 native-country_Canada native-country_Laos -0.00144 0.00144
4415 native-country_Greece education-numGRP_2_[4,6] -0.00144 0.00144
4734 native-country_Iran native-country_Taiwan -0.00144 0.00144
543 workclass_Never-worked race_Amer-Indian-Eskimo -0.00144 0.00144
4361 native-country_Germany native-country_Yugoslavia -0.00144 0.00144
4002 native-country_Columbia native-country_Portugal -0.00144 0.00144
468 workclass_Local-gov native-country_Hong -0.00144 0.00144
4246 native-country_England native-country_Ireland -0.00143 0.00143
3928 native-country_China native-country_Greece -0.00143 0.00143
4438 native-country_Guatemala native-country_Nicaragua -0.00143 0.00143
4104 native-country_Dominican-Republic native-country_Peru -0.00143 0.00143
5139 native-country_Puerto-Rico native-country_Trinadad&Tobago -0.00143 0.00143
3838 native-country_Cambodia native-country_Puerto-Rico -0.00143 0.00143
3926 native-country_China native-country_France -0.00143 0.00143
4388 native-country_Greece native-country_Italy -0.00142 0.00142
1102 marital-status_Divorced occupation_Machine-op-inspct 0.00142 0.00142
2878 occupation_Transport-moving native-country_Puerto-Rico -0.00142 0.00142
4295 native-country_France native-country_Italy -0.00142 0.00142
4193 native-country_El-Salvador native-country_Hong -0.00142 0.00142
4867 native-country_Japan native-country_Nicaragua -0.00141 0.00141
3923 native-country_China native-country_Ecuador -0.00141 0.00141
1011 workclass_Without-pay occupation_Priv-house-serv -0.00141 0.00141
2503 occupation_Priv-house-serv native-country_Outlying-US(Guam-USVI-etc) -0.00141 0.00141
3030 relationship_Not-in-family ageGRP_3_[30,40] -0.0014 0.0014
5035 native-country_Peru native-country_Vietnam -0.0014 0.0014
1224 marital-status_Married-AF-spouse native-country_England -0.0014 0.0014
548 workclass_Never-worked sex_Female -0.0014 0.0014
549 workclass_Never-worked sex_Male 0.0014 0.0014
4967 native-country_Nicaragua native-country_Poland -0.00139 0.00139
4906 native-country_Laos native-country_Puerto-Rico -0.00139 0.00139
3804 native-country_? hours-per-weekGRP_3_[40,50] -0.00139 0.00139
5138 native-country_Puerto-Rico native-country_Thailand -0.00139 0.00139
4087 native-country_Dominican-Republic native-country_Greece -0.00139 0.00139
4148 native-country_Ecuador native-country_Italy -0.00139 0.00139
827 workclass_Self-emp-not-inc occupation_Transport-moving -0.00139 0.00139
4085 native-country_Dominican-Republic native-country_France -0.00139 0.00139
4214 native-country_El-Salvador native-country_Trinadad&Tobago -0.00138 0.00138
3813 native-country_Cambodia native-country_El-Salvador -0.00138 0.00138
4600 native-country_Hong native-country_India -0.00138 0.00138
2886 occupation_Transport-moving native-country_Yugoslavia 0.00138 0.00138
4067 native-country_Cuba ageGRP_3_[30,40] 0.00138 0.00138
3997 native-country_Columbia native-country_Nicaragua -0.00138 0.00138
4440 native-country_Guatemala native-country_Peru -0.00137 0.00137
2639 occupation_Protective-serv native-country_Guatemala -0.00137 0.00137
4082 native-country_Dominican-Republic native-country_Ecuador -0.00136 0.00136
4758 native-country_Ireland native-country_Jamaica -0.00136 0.00136
2491 occupation_Priv-house-serv native-country_Honduras -0.00136 0.00136
2775 occupation_Tech-support native-country_Canada -0.00136 0.00136
2350 occupation_Machine-op-inspct native-country_Philippines 0.00136 0.00136
1761 occupation_? native-country_Holand-Netherlands -0.00136 0.00136
4406 native-country_Greece native-country_Vietnam -0.00136 0.00136
4313 native-country_France native-country_Vietnam -0.00136 0.00136
4348 native-country_Germany native-country_Outlying-US(Guam-USVI-etc) -0.00135 0.00135
3902 native-country_Canada native-country_Yugoslavia -0.00135 0.00135
2582 occupation_Prof-specialty native-country_Poland -0.00135 0.00135
265 workclass_? native-country_Holand-Netherlands -0.00135 0.00135
4770 native-country_Ireland native-country_South -0.00135 0.00135
1041 workclass_Without-pay native-country_Germany -0.00135 0.00135
4869 native-country_Japan native-country_Peru -0.00135 0.00135
3824 native-country_Cambodia native-country_India -0.00134 0.00134
4698 native-country_India native-country_Trinadad&Tobago -0.00134 0.00134
4040 native-country_Cuba native-country_Hong -0.00134 0.00134
4213 native-country_El-Salvador native-country_Thailand -0.00134 0.00134
4201 native-country_El-Salvador native-country_Laos -0.00134 0.00134
5112 native-country_Portugal native-country_Taiwan -0.00134 0.00134
546 workclass_Never-worked race_Other -0.00134 0.00134
4475 native-country_Haiti native-country_Iran -0.00134 0.00134
2851 occupation_Transport-moving native-country_Dominican-Republic -0.00133 0.00133
5026 native-country_Peru native-country_Poland -0.00133 0.00133
4166 native-country_Ecuador native-country_Vietnam -0.00133 0.00133
1238 marital-status_Married-AF-spouse native-country_Jamaica -0.00133 0.00133
4379 native-country_Greece native-country_Guatemala -0.00132 0.00132
4286 native-country_France native-country_Guatemala -0.00132 0.00132
1576 marital-status_Separated native-country_China -0.00132 0.00132
1250 marital-status_Married-AF-spouse native-country_South -0.00132 0.00132
3999 native-country_Columbia native-country_Peru -0.00132 0.00132
4685 native-country_India native-country_Laos -0.00131 0.00131
1257 marital-status_Married-AF-spouse ageGRP_1_[0,20] 0.00131 0.00131
4061 native-country_Cuba native-country_Trinadad&Tobago -0.00131 0.00131
5142 native-country_Puerto-Rico native-country_Yugoslavia -0.00131 0.00131
4963 native-country_Mexico hours-per-weekGRP_5_[60,INF) 0.00131 0.00131
4242 native-country_England native-country_Hong -0.00131 0.00131
5134 native-country_Portugal hours-per-weekGRP_5_[60,INF) -0.00131 0.00131
4697 native-country_India native-country_Thailand -0.00131 0.00131
3810 native-country_Cambodia native-country_Cuba -0.00131 0.00131
4336 native-country_Germany native-country_Honduras -0.0013 0.0013
4338 native-country_Germany native-country_Hungary -0.0013 0.0013
4297 native-country_France native-country_Japan -0.0013 0.0013
4139 native-country_Ecuador native-country_Guatemala -0.0013 0.0013
2509 occupation_Priv-house-serv native-country_Scotland -0.0013 0.0013
4390 native-country_Greece native-country_Japan -0.0013 0.0013
1945 occupation_Armed-Forces native-country_Philippines -0.0013 0.0013
3937 native-country_China native-country_Ireland -0.0013 0.0013
3464 race_Black native-country_Honduras -0.00129 0.00129
3662 sex_Female native-country_Poland -0.00129 0.00129
4757 native-country_Ireland native-country_Italy -0.00129 0.00129
3721 sex_Male native-country_Poland 0.00129 0.00129
4397 native-country_Greece native-country_Poland -0.00128 0.00128
2336 occupation_Machine-op-inspct native-country_Honduras 0.00128 0.00128
4825 native-country_Italy hours-per-weekGRP_1_[0,20] -0.00128 0.00128
305 workclass_? hours-per-weekGRP_2_[20,40] -0.00128 0.00128
4972 native-country_Nicaragua native-country_Taiwan -0.00128 0.00128
882 workclass_Self-emp-not-inc native-country_Yugoslavia -0.00128 0.00128
1558 marital-status_Separated occupation_Tech-support -0.00128 0.00128
1218 marital-status_Married-AF-spouse native-country_China -0.00128 0.00128
4150 native-country_Ecuador native-country_Japan -0.00128 0.00128
1420 marital-status_Married-spouse-absent native-country_Japan 0.00128 0.00128
5145 native-country_Puerto-Rico ageGRP_3_[30,40] 0.00128 0.00128
4304 native-country_France native-country_Poland -0.00128 0.00128
3889 native-country_Canada native-country_Outlying-US(Guam-USVI-etc) -0.00127 0.00127
3980 native-country_Columbia native-country_France -0.00127 0.00127
4217 native-country_El-Salvador native-country_Yugoslavia -0.00127 0.00127
3982 native-country_Columbia native-country_Greece -0.00127 0.00127
2780 occupation_Tech-support native-country_Ecuador 0.00127 0.00127
4263 native-country_England native-country_Trinadad&Tobago -0.00127 0.00127
4048 native-country_Cuba native-country_Laos -0.00127 0.00127
4060 native-country_Cuba native-country_Thailand -0.00127 0.00127
3814 native-country_Cambodia native-country_England -0.00127 0.00127
1032 workclass_Without-pay native-country_Canada -0.00127 0.00127
4096 native-country_Dominican-Republic native-country_Ireland -0.00126 0.00126
4157 native-country_Ecuador native-country_Poland -0.00126 0.00126
1237 marital-status_Married-AF-spouse native-country_Italy -0.00126 0.00126
4548 native-country_Holand-Netherlands education-numGRP_3_[6,8] -0.00126 0.00126
3457 race_Black native-country_England -0.00126 0.00126
4179 native-country_Ecuador education-numGRP_6_[13,16) -0.00126 0.00126
2860 occupation_Transport-moving native-country_Holand-Netherlands -0.00126 0.00126
3977 native-country_Columbia native-country_Ecuador -0.00125 0.00125
3251 relationship_Wife race_Black 0.00125 0.00125
2804 occupation_Tech-support native-country_Poland 0.00125 0.00125
3271 relationship_Wife native-country_Holand-Netherlands -0.00125 0.00125
4354 native-country_Germany native-country_Scotland -0.00125 0.00125
3236 relationship_Unmarried ageGRP_5_[50,60] 0.00124 0.00124
4604 native-country_Hong native-country_Jamaica -0.00124 0.00124
4250 native-country_England native-country_Laos -0.00124 0.00124
4175 native-country_Ecuador education-numGRP_2_[4,6] -0.00124 0.00124
4487 native-country_Haiti native-country_Portugal -0.00124 0.00124
4262 native-country_England native-country_Thailand -0.00124 0.00124
846 workclass_Self-emp-not-inc native-country_Cuba 0.00124 0.00124
5123 native-country_Portugal ageGRP_6_[60,INF) 0.00124 0.00124
1063 workclass_Without-pay native-country_Puerto-Rico -0.00123 0.00123
1969 occupation_Armed-Forces hours-per-weekGRP_1_[0,20] 0.00123 0.00123
1221 marital-status_Married-AF-spouse native-country_Dominican-Republic -0.00123 0.00123
4701 native-country_India native-country_Yugoslavia -0.00123 0.00123
4730 native-country_Iran native-country_Portugal -0.00123 0.00123
4775 native-country_Ireland native-country_Vietnam -0.00123 0.00123
2083 occupation_Exec-managerial native-country_China 0.00123 0.00123
4999 native-country_Outlying-US(Guam-USVI-etc) native-country_Puerto-Rico -0.00123 0.00123
4616 native-country_Hong native-country_South -0.00123 0.00123
3575 race_White native-country_Columbia 0.00122 0.00122
1848 occupation_Adm-clerical native-country_Hong -0.00122 0.00122
3877 native-country_Canada native-country_Honduras -0.00122 0.00122
3879 native-country_Canada native-country_Hungary -0.00122 0.00122
5031 native-country_Peru native-country_Taiwan -0.00122 0.00122
3828 native-country_Cambodia native-country_Jamaica -0.00121 0.00121
2979 relationship_Not-in-family race_Amer-Indian-Eskimo 0.00121 0.00121
3671 sex_Female native-country_Vietnam 0.00121 0.00121
4844 native-country_Jamaica native-country_Trinadad&Tobago -0.00121 0.00121
3730 sex_Male native-country_Vietnam -0.00121 0.00121
4432 native-country_Guatemala native-country_Ireland -0.00121 0.00121
1255 marital-status_Married-AF-spouse native-country_Vietnam -0.00121 0.00121
8 CapitalGainPositive workclass_State-gov -0.0012 0.0012
4064 native-country_Cuba native-country_Yugoslavia -0.0012 0.0012
4547 native-country_Holand-Netherlands education-numGRP_2_[4,6] -0.0012 0.0012
3840 native-country_Cambodia native-country_South -0.0012 0.0012
5186 native-country_South native-country_Trinadad&Tobago -0.0012 0.0012
2411 occupation_Other-service native-country_Guatemala 0.0012 0.0012
4855 native-country_Jamaica education-numGRP_2_[4,6] 0.0012 0.0012
4759 native-country_Ireland native-country_Japan -0.00119 0.00119
2650 occupation_Protective-serv native-country_Japan -0.00119 0.00119
4204 native-country_El-Salvador native-country_Outlying-US(Guam-USVI-etc) -0.00119 0.00119
4482 native-country_Haiti native-country_Nicaragua -0.00119 0.00119
3933 native-country_China native-country_Hong -0.00119 0.00119
593 workclass_Never-worked ageGRP_2_[20,30] 0.00119 0.00119
1038 workclass_Without-pay native-country_El-Salvador -0.00119 0.00119
4309 native-country_France native-country_Taiwan -0.00118 0.00118
1228 marital-status_Married-AF-spouse native-country_Guatemala -0.00118 0.00118
4725 native-country_Iran native-country_Nicaragua -0.00118 0.00118
4573 native-country_Honduras native-country_Puerto-Rico -0.00118 0.00118
4402 native-country_Greece native-country_Taiwan -0.00118 0.00118
4654 native-country_Hungary native-country_Puerto-Rico -0.00118 0.00118
4603 native-country_Hong native-country_Italy -0.00118 0.00118
4831 native-country_Jamaica native-country_Laos -0.00117 0.00117
4843 native-country_Jamaica native-country_Thailand -0.00117 0.00117
4766 native-country_Ireland native-country_Poland -0.00117 0.00117
4908 native-country_Laos native-country_South -0.00117 0.00117
3895 native-country_Canada native-country_Scotland -0.00117 0.00117
153 CapitalLossPositive native-country_Cuba -0.00117 0.00117
4266 native-country_England native-country_Yugoslavia -0.00117 0.00117
5185 native-country_South native-country_Thailand -0.00117 0.00117
2705 occupation_Sales native-country_Cuba -0.00117 0.00117
1239 marital-status_Married-AF-spouse native-country_Japan -0.00116 0.00116
4162 native-country_Ecuador native-country_Taiwan -0.00116 0.00116
3991 native-country_Columbia native-country_Ireland -0.00116 0.00116
1028 workclass_Without-pay sex_Female 0.00116 0.00116
2328 occupation_Machine-op-inspct native-country_El-Salvador -0.00116 0.00116
1029 workclass_Without-pay sex_Male -0.00116 0.00116
3808 native-country_Cambodia native-country_China -0.00116 0.00116
2256 occupation_Handlers-cleaners native-country_Holand-Netherlands -0.00116 0.00116
3954 native-country_China native-country_Trinadad&Tobago -0.00116 0.00116
4744 native-country_Iran ageGRP_5_[50,60] -0.00115 0.00115
2793 occupation_Tech-support native-country_Iran -0.00115 0.00115
489 workclass_Local-gov native-country_Trinadad&Tobago -0.00115 0.00115
4809 native-country_Italy native-country_Trinadad&Tobago -0.00115 0.00115
1049 workclass_Without-pay native-country_India -0.00115 0.00115
2127 occupation_Exec-managerial ageGRP_6_[60,INF) -0.00115 0.00115
580 workclass_Never-worked native-country_Philippines -0.00115 0.00115
4688 native-country_India native-country_Outlying-US(Guam-USVI-etc) -0.00115 0.00115
3827 native-country_Cambodia native-country_Italy -0.00115 0.00115
4092 native-country_Dominican-Republic native-country_Hong -0.00115 0.00115
5021 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_2_[20,40] 0.00115 0.00115
1246 marital-status_Married-AF-spouse native-country_Poland -0.00114 0.00114
5135 native-country_Puerto-Rico native-country_Scotland -0.00114 0.00114
4194 native-country_El-Salvador native-country_Hungary -0.00114 0.00114
3017 relationship_Not-in-family native-country_Poland 0.00114 0.00114
4192 native-country_El-Salvador native-country_Honduras -0.00114 0.00114
4484 native-country_Haiti native-country_Peru -0.00114 0.00114
3941 native-country_China native-country_Laos -0.00113 0.00113
4621 native-country_Hong native-country_Vietnam -0.00113 0.00113
1454 marital-status_Married-spouse-absent hours-per-weekGRP_5_[60,INF) 0.00113 0.00113
1495 marital-status_Never-married native-country_France -0.00113 0.00113
4374 native-country_Germany hours-per-weekGRP_1_[0,20] 0.00113 0.00113
2253 occupation_Handlers-cleaners native-country_Greece -0.00113 0.00113
3953 native-country_China native-country_Thailand -0.00113 0.00113
1219 marital-status_Married-AF-spouse native-country_Columbia -0.00113 0.00113
951 workclass_State-gov native-country_Holand-Netherlands -0.00113 0.00113
5101 native-country_Poland education-numGRP_4_[8,10] -0.00113 0.00113
1896 occupation_Armed-Forces occupation_Priv-house-serv -0.00113 0.00113
3811 native-country_Cambodia native-country_Dominican-Republic -0.00112 0.00112
4113 native-country_Dominican-Republic native-country_Trinadad&Tobago -0.00112 0.00112
5228 native-country_Taiwan hours-per-weekGRP_5_[60,INF) 0.00112 0.00112
4727 native-country_Iran native-country_Peru -0.00112 0.00112
947 workclass_State-gov native-country_Germany -0.00112 0.00112
4051 native-country_Cuba native-country_Outlying-US(Guam-USVI-etc) -0.00112 0.00112
1035 workclass_Without-pay native-country_Cuba -0.00112 0.00112
4808 native-country_Italy native-country_Thailand -0.00111 0.00111
4847 native-country_Jamaica native-country_Yugoslavia -0.00111 0.00111
355 workclass_Federal-gov native-country_Columbia 0.00111 0.00111
4640 native-country_Hungary native-country_India -0.00111 0.00111
2841 occupation_Transport-moving race_Other 0.00111 0.00111
4559 native-country_Honduras native-country_India -0.00111 0.00111
4919 native-country_Laos ageGRP_5_[50,60] -0.00111 0.00111
4796 native-country_Italy native-country_Laos -0.00111 0.00111
1595 marital-status_Separated native-country_Italy -0.00111 0.00111
2150 occupation_Farming-fishing relationship_Other-relative 0.0011 0.0011
5251 native-country_Trinadad&Tobago native-country_Vietnam -0.0011 0.0011
3845 native-country_Cambodia native-country_Vietnam -0.0011 0.0011
4210 native-country_El-Salvador native-country_Scotland -0.0011 0.0011
5189 native-country_South native-country_Yugoslavia -0.0011 0.0011
4428 native-country_Guatemala native-country_Hong -0.0011 0.0011
4380 native-country_Greece native-country_Haiti -0.0011 0.0011
3692 sex_Male native-country_Canada 0.0011 0.0011
3633 sex_Female native-country_Canada -0.0011 0.0011
4287 native-country_France native-country_Haiti -0.0011 0.0011
4253 native-country_England native-country_Outlying-US(Guam-USVI-etc) -0.00109 0.00109
4968 native-country_Nicaragua native-country_Portugal -0.00109 0.00109
1039 workclass_Without-pay native-country_England -0.00109 0.00109
1801 occupation_? hours-per-weekGRP_2_[20,40] -0.00109 0.00109
4112 native-country_Dominican-Republic native-country_Thailand -0.00109 0.00109
4100 native-country_Dominican-Republic native-country_Laos -0.00109 0.00109
4386 native-country_Greece native-country_Iran -0.00109 0.00109
4293 native-country_France native-country_Iran -0.00109 0.00109
1926 occupation_Armed-Forces native-country_Germany -0.00108 0.00108
4771 native-country_Ireland native-country_Taiwan -0.00108 0.00108
4041 native-country_Cuba native-country_Hungary -0.00108 0.00108
4605 native-country_Hong native-country_Japan -0.00108 0.00108
4039 native-country_Cuba native-country_Honduras -0.00108 0.00108
5214 native-country_Taiwan ageGRP_3_[30,40] 0.00108 0.00108
4140 native-country_Ecuador native-country_Haiti -0.00108 0.00108
4913 native-country_Laos native-country_Vietnam -0.00107 0.00107
5231 native-country_Thailand native-country_Vietnam -0.00107 0.00107
4612 native-country_Hong native-country_Poland -0.00107 0.00107
3375 race_Amer-Indian-Eskimo hours-per-weekGRP_1_[0,20] -0.00107 0.00107
3957 native-country_China native-country_Yugoslavia -0.00107 0.00107
4146 native-country_Ecuador native-country_Iran -0.00107 0.00107
54 CapitalGainPositive native-country_England 0.00107 0.00107
4449 native-country_Guatemala native-country_Trinadad&Tobago -0.00107 0.00107
3163 relationship_Own-child native-country_Vietnam 0.00107 0.00107
4694 native-country_India native-country_Scotland -0.00107 0.00107
3818 native-country_Cambodia native-country_Guatemala -0.00107 0.00107
3987 native-country_Columbia native-country_Hong -0.00106 0.00106
4546 native-country_Holand-Netherlands education-numGRP_1_[1,4] -0.00106 0.00106
4878 native-country_Japan native-country_Trinadad&Tobago -0.00106 0.00106
1750 occupation_? native-country_Columbia -0.00106 0.00106
3829 native-country_Cambodia native-country_Japan -0.00106 0.00106
2026 occupation_Craft-repair native-country_Outlying-US(Guam-USVI-etc) 0.00106 0.00106
1251 marital-status_Married-AF-spouse native-country_Taiwan -0.00105 0.00105
4812 native-country_Italy native-country_Yugoslavia -0.00105 0.00105
4241 native-country_England native-country_Honduras -0.00105 0.00105
3379 race_Amer-Indian-Eskimo hours-per-weekGRP_5_[60,INF) -0.00105 0.00105
4243 native-country_England native-country_Hungary -0.00105 0.00105
950 workclass_State-gov native-country_Haiti 0.00105 0.00105
4436 native-country_Guatemala native-country_Laos -0.00104 0.00104
4057 native-country_Cuba native-country_Scotland -0.00104 0.00104
4448 native-country_Guatemala native-country_Thailand -0.00104 0.00104
4556 native-country_Holand-Netherlands hours-per-weekGRP_5_[60,INF) -0.00104 0.00104
3836 native-country_Cambodia native-country_Poland -0.00104 0.00104
760 workclass_Self-emp-inc native-country_Holand-Netherlands -0.00104 0.00104
1053 workclass_Without-pay native-country_Jamaica -0.00104 0.00104
4834 native-country_Jamaica native-country_Outlying-US(Guam-USVI-etc) -0.00104 0.00104
5088 native-country_Poland native-country_Trinadad&Tobago -0.00104 0.00104
5027 native-country_Peru native-country_Portugal -0.00104 0.00104
1065 workclass_Without-pay native-country_South -0.00103 0.00103
38 CapitalGainPositive race_Amer-Indian-Eskimo -0.00103 0.00103
4865 native-country_Japan native-country_Laos -0.00103 0.00103
4116 native-country_Dominican-Republic native-country_Yugoslavia -0.00103 0.00103
4075 native-country_Cuba education-numGRP_5_[10,13] -0.00103 0.00103
467 workclass_Local-gov native-country_Honduras 0.00103 0.00103
3809 native-country_Cambodia native-country_Columbia -0.00103 0.00103
5001 native-country_Outlying-US(Guam-USVI-etc) native-country_South -0.00103 0.00103
4877 native-country_Japan native-country_Thailand -0.00103 0.00103
4008 native-country_Columbia native-country_Trinadad&Tobago -0.00103 0.00103
1917 occupation_Armed-Forces native-country_Canada -0.00102 0.00102
254 workclass_? native-country_Columbia -0.00102 0.00102
1407 marital-status_Married-spouse-absent native-country_Germany 0.00102 0.00102
4904 native-country_Laos native-country_Poland -0.00101 0.00101
4305 native-country_France native-country_Portugal -0.00101 0.00101
5289 native-country_Vietnam native-country_Yugoslavia -0.00101 0.00101
3400 race_Asian-Pac-Islander native-country_Holand-Netherlands -0.00101 0.00101
5087 native-country_Poland native-country_Thailand -0.00101 0.00101
4259 native-country_England native-country_Scotland -0.00101 0.00101
851 workclass_Self-emp-not-inc native-country_France -0.00101 0.00101
2237 occupation_Handlers-cleaners race_Other 0.00101 0.00101
4398 native-country_Greece native-country_Portugal -0.00101 0.00101
1033 workclass_Without-pay native-country_China -0.001 0.001
4563 native-country_Honduras native-country_Jamaica -0.001 0.001
5012 native-country_Outlying-US(Guam-USVI-etc) ageGRP_5_[50,60] 0.001 0.001
4007 native-country_Columbia native-country_Thailand -0.001 0.001
4476 native-country_Haiti native-country_Ireland -0.001 0.001
1588 marital-status_Separated native-country_Holand-Netherlands -0.001 0.001
4319 native-country_France ageGRP_5_[50,60] 0.001 0.001
3995 native-country_Columbia native-country_Laos -0.001 0.001
1850 occupation_Adm-clerical native-country_India -0.001 0.001
4965 native-country_Nicaragua native-country_Peru -0.001 0.001
4644 native-country_Hungary native-country_Jamaica -0.001 0.001
3944 native-country_China native-country_Outlying-US(Guam-USVI-etc) -0.001 0.001
349 workclass_Federal-gov sex_Female -0.00099 0.00099
4158 native-country_Ecuador native-country_Portugal -0.00099 0.00099
350 workclass_Federal-gov sex_Male 0.00099 0.00099
1489 marital-status_Never-married native-country_Columbia 0.00099 0.00099
4656 native-country_Hungary native-country_South -0.00099 0.00099
1948 occupation_Armed-Forces native-country_Puerto-Rico -0.00099 0.00099
1520 marital-status_Never-married native-country_South 0.00099 0.00099
2418 occupation_Other-service native-country_Iran -0.00099 0.00099
531 workclass_Never-worked occupation_Priv-house-serv -0.00099 0.00099
4719 native-country_Iran native-country_Ireland -0.00099 0.00099
4575 native-country_Honduras native-country_South -0.00099 0.00099
1675 marital-status_Widowed native-country_Holand-Netherlands -0.00098 0.00098
4452 native-country_Guatemala native-country_Yugoslavia -0.00098 0.00098
5307 native-country_Yugoslavia ageGRP_1_[0,20] -0.00098 0.00098
4617 native-country_Hong native-country_Taiwan -0.00098 0.00098
2176 occupation_Farming-fishing native-country_Holand-Netherlands -0.00098 0.00098
5262 native-country_Trinadad&Tobago education-numGRP_4_[8,10] -0.00098 0.00098
4799 native-country_Italy native-country_Outlying-US(Guam-USVI-etc) -0.00098 0.00098
1052 workclass_Without-pay native-country_Italy -0.00098 0.00098
4330 native-country_France hours-per-weekGRP_4_[50,60] -0.00098 0.00098
1229 marital-status_Married-AF-spouse native-country_Haiti -0.00098 0.00098
2579 occupation_Prof-specialty native-country_Outlying-US(Guam-USVI-etc) 0.00098 0.00098
4881 native-country_Japan native-country_Yugoslavia -0.00097 0.00097
2622 occupation_Protective-serv race_Other -0.00097 0.00097
366 workclass_Federal-gov native-country_Holand-Netherlands -0.00097 0.00097
4300 native-country_France native-country_Nicaragua -0.00097 0.00097
1235 marital-status_Married-AF-spouse native-country_Iran -0.00097 0.00097
4393 native-country_Greece native-country_Nicaragua -0.00097 0.00097
4785 native-country_Ireland education-numGRP_3_[6,8] -0.00097 0.00097
4929 native-country_Laos hours-per-weekGRP_3_[40,50] -0.00096 0.00096
4103 native-country_Dominican-Republic native-country_Outlying-US(Guam-USVI-etc) -0.00096 0.00096
5208 native-country_Taiwan native-country_Trinadad&Tobago -0.00096 0.00096
1036 workclass_Without-pay native-country_Dominican-Republic -0.00096 0.00096
5247 native-country_Thailand hours-per-weekGRP_3_[40,50] -0.00096 0.00096
3932 native-country_China native-country_Honduras -0.00096 0.00096
3934 native-country_China native-country_Hungary -0.00096 0.00096
3841 native-country_Cambodia native-country_Taiwan -0.00096 0.00096
4840 native-country_Jamaica native-country_Scotland -0.00096 0.00096
1923 occupation_Armed-Forces native-country_El-Salvador -0.00095 0.00095
5160 native-country_Scotland native-country_South -0.00095 0.00095
5091 native-country_Poland native-country_Yugoslavia -0.00095 0.00095
2788 occupation_Tech-support native-country_Holand-Netherlands -0.00095 0.00095
4153 native-country_Ecuador native-country_Nicaragua -0.00095 0.00095
4562 native-country_Honduras native-country_Italy -0.00095 0.00095
561 workclass_Never-worked native-country_Germany -0.00095 0.00095
4643 native-country_Hungary native-country_Italy -0.00095 0.00095
3417 race_Asian-Pac-Islander native-country_Portugal -0.00094 0.00094
5006 native-country_Outlying-US(Guam-USVI-etc) native-country_Vietnam -0.00094 0.00094
4011 native-country_Columbia native-country_Yugoslavia -0.00094 0.00094
1070 workclass_Without-pay native-country_Vietnam -0.00094 0.00094
5207 native-country_Taiwan native-country_Thailand -0.00093 0.00093
4909 native-country_Laos native-country_Taiwan -0.00093 0.00093
4091 native-country_Dominican-Republic native-country_Honduras -0.00093 0.00093
2248 occupation_Handlers-cleaners native-country_Ecuador -0.00093 0.00093
4093 native-country_Dominican-Republic native-country_Hungary -0.00093 0.00093
2154 occupation_Farming-fishing race_Amer-Indian-Eskimo 0.00093 0.00093
4767 native-country_Ireland native-country_Portugal -0.00092 0.00092
3950 native-country_China native-country_Scotland -0.00092 0.00092
1853 occupation_Adm-clerical native-country_Italy -0.00092 0.00092
1043 workclass_Without-pay native-country_Guatemala -0.00092 0.00092
4439 native-country_Guatemala native-country_Outlying-US(Guam-USVI-etc) -0.00092 0.00092
3910 native-country_Canada education-numGRP_2_[4,6] -0.00092 0.00092
4302 native-country_France native-country_Peru -0.00092 0.00092
1934 occupation_Armed-Forces native-country_India -0.00092 0.00092
4395 native-country_Greece native-country_Peru -0.00092 0.00092
4580 native-country_Honduras native-country_Vietnam -0.00091 0.00091
4868 native-country_Japan native-country_Outlying-US(Guam-USVI-etc) -0.00091 0.00091
1054 workclass_Without-pay native-country_Japan -0.00091 0.00091
4805 native-country_Italy native-country_Scotland -0.00091 0.00091
1144 marital-status_Divorced native-country_Ireland -0.00091 0.00091
1272 marital-status_Married-AF-spouse hours-per-weekGRP_4_[50,60] 0.00091 0.00091
4472 native-country_Haiti native-country_Hong -0.00091 0.00091
4155 native-country_Ecuador native-country_Peru -0.00091 0.00091
4661 native-country_Hungary native-country_Vietnam -0.00091 0.00091
1920 occupation_Armed-Forces native-country_Cuba -0.0009 0.0009
552 workclass_Never-worked native-country_Canada -0.0009 0.0009
4366 native-country_Germany ageGRP_5_[50,60] 0.0009 0.0009
1247 marital-status_Married-AF-spouse native-country_Portugal -0.0009 0.0009
4601 native-country_Hong native-country_Iran -0.0009 0.0009
4500 native-country_Haiti ageGRP_4_[40,50] -0.00089 0.00089
4493 native-country_Haiti native-country_Trinadad&Tobago -0.00089 0.00089
1667 marital-status_Widowed native-country_Ecuador 0.00089 0.00089
1061 workclass_Without-pay native-country_Poland -0.00089 0.00089
4427 native-country_Guatemala native-country_Honduras -0.00089 0.00089
3819 native-country_Cambodia native-country_Haiti -0.00089 0.00089
4109 native-country_Dominican-Republic native-country_Scotland -0.00089 0.00089
4285 native-country_France native-country_Greece -0.00089 0.00089
4997 native-country_Outlying-US(Guam-USVI-etc) native-country_Poland -0.00089 0.00089
4429 native-country_Guatemala native-country_Hungary -0.00089 0.00089
159 CapitalLossPositive native-country_Germany -0.00088 0.00088
4762 native-country_Ireland native-country_Nicaragua -0.00088 0.00088
1924 occupation_Armed-Forces native-country_England -0.00088 0.00088
4736 native-country_Iran native-country_Trinadad&Tobago -0.00088 0.00088
3825 native-country_Cambodia native-country_Iran -0.00088 0.00088
361 workclass_Federal-gov native-country_France 0.00088 0.00088
4136 native-country_Ecuador native-country_France -0.00088 0.00088
807 workclass_Self-emp-not-inc marital-status_Married-AF-spouse 0.00088 0.00088
4230 native-country_El-Salvador hours-per-weekGRP_1_[0,20] 0.00088 0.00088
5211 native-country_Taiwan native-country_Yugoslavia -0.00088 0.00088
4138 native-country_Ecuador native-country_Greece -0.00088 0.00088
1034 workclass_Without-pay native-country_Columbia -0.00088 0.00088
3998 native-country_Columbia native-country_Outlying-US(Guam-USVI-etc) -0.00088 0.00088
4480 native-country_Haiti native-country_Laos -0.00087 0.00087
4492 native-country_Haiti native-country_Thailand -0.00087 0.00087
4645 native-country_Hungary native-country_Japan -0.00087 0.00087
1503 marital-status_Never-married native-country_Hungary -0.00087 0.00087
1501 marital-status_Never-married native-country_Honduras -0.00087 0.00087
583 workclass_Never-worked native-country_Puerto-Rico -0.00087 0.00087
5165 native-country_Scotland native-country_Vietnam -0.00087 0.00087
5172 native-country_Scotland ageGRP_6_[60,INF) 0.00087 0.00087
4564 native-country_Honduras native-country_Japan -0.00087 0.00087
4068 native-country_Cuba ageGRP_4_[40,50] 0.00087 0.00087
2773 occupation_Tech-support native-country_? -0.00086 0.00086
1710 marital-status_Widowed education-numGRP_3_[6,8] -0.00086 0.00086
4652 native-country_Hungary native-country_Poland -0.00086 0.00086
1009 workclass_Without-pay occupation_Machine-op-inspct 0.00086 0.00086
1242 marital-status_Married-AF-spouse native-country_Nicaragua -0.00086 0.00086
1910 occupation_Armed-Forces race_Black 0.00086 0.00086
4735 native-country_Iran native-country_Thailand -0.00086 0.00086
4723 native-country_Iran native-country_Laos -0.00086 0.00086
4571 native-country_Honduras native-country_Poland -0.00086 0.00086
3383 race_Asian-Pac-Islander sex_Female 0.00086 0.00086
3384 race_Asian-Pac-Islander sex_Male -0.00086 0.00086
2183 occupation_Farming-fishing native-country_Italy -0.00086 0.00086
5042 native-country_Peru ageGRP_6_[60,INF) -0.00085 0.00085
4445 native-country_Guatemala native-country_Scotland -0.00085 0.00085
3986 native-country_Columbia native-country_Honduras -0.00085 0.00085
3988 native-country_Columbia native-country_Hungary -0.00085 0.00085
5122 native-country_Portugal ageGRP_5_[50,60] 0.00085 0.00085
2080 occupation_Exec-managerial native-country_? 0.00084 0.00084
1156 marital-status_Divorced native-country_Puerto-Rico -0.00084 0.00084
4613 native-country_Hong native-country_Portugal -0.00084 0.00084
558 workclass_Never-worked native-country_El-Salvador -0.00084 0.00084
2934 relationship_Husband native-country_Hungary -0.00084 0.00084
4874 native-country_Japan native-country_Scotland -0.00084 0.00084
4764 native-country_Ireland native-country_Peru -0.00084 0.00084
476 workclass_Local-gov native-country_Laos -0.00084 0.00084
1950 occupation_Armed-Forces native-country_South -0.00083 0.00083
1938 occupation_Armed-Forces native-country_Jamaica -0.00083 0.00083
4080 native-country_Cuba hours-per-weekGRP_4_[50,60] -0.00083 0.00083
1066 workclass_Without-pay native-country_Taiwan -0.00082 0.00082
4004 native-country_Columbia native-country_Scotland -0.00082 0.00082
5002 native-country_Outlying-US(Guam-USVI-etc) native-country_Taiwan -0.00082 0.00082
1244 marital-status_Married-AF-spouse native-country_Peru -0.00082 0.00082
5084 native-country_Poland native-country_Scotland -0.00082 0.00082
4497 native-country_Haiti ageGRP_1_[0,20] -0.00082 0.00082
4496 native-country_Haiti native-country_Yugoslavia -0.00082 0.00082
946 workclass_State-gov native-country_France -0.00082 0.00082
4987 native-country_Nicaragua education-numGRP_4_[8,10] 0.00081 0.00081
4294 native-country_France native-country_Ireland -0.00081 0.00081
569 workclass_Never-worked native-country_India -0.00081 0.00081
3837 native-country_Cambodia native-country_Portugal -0.00081 0.00081
3221 relationship_Unmarried native-country_Poland -0.00081 0.00081
5114 native-country_Portugal native-country_Trinadad&Tobago -0.00081 0.00081
4739 native-country_Iran native-country_Yugoslavia -0.00081 0.00081
1863 occupation_Adm-clerical native-country_Portugal -0.00081 0.00081
4387 native-country_Greece native-country_Ireland -0.00081 0.00081
2025 occupation_Craft-repair native-country_Nicaragua -0.0008 0.0008
4014 native-country_Columbia ageGRP_3_[30,40] -0.0008 0.0008
4608 native-country_Hong native-country_Nicaragua -0.0008 0.0008
4147 native-country_Ecuador native-country_Ireland -0.0008 0.0008
1918 occupation_Armed-Forces native-country_China -0.0008 0.0008
4585 native-country_Honduras ageGRP_4_[40,50] 0.00079 0.00079
4576 native-country_Honduras native-country_Taiwan -0.00079 0.00079
4524 native-country_Holand-Netherlands native-country_Mexico -0.00079 0.00079
2641 occupation_Protective-serv native-country_Holand-Netherlands -0.00079 0.00079
1937 occupation_Armed-Forces native-country_Italy -0.00079 0.00079
1225 marital-status_Married-AF-spouse native-country_France -0.00079 0.00079
555 workclass_Never-worked native-country_Cuba -0.00079 0.00079
1227 marital-status_Married-AF-spouse native-country_Greece -0.00079 0.00079
4905 native-country_Laos native-country_Portugal -0.00079 0.00079
4657 native-country_Hungary native-country_Taiwan -0.00079 0.00079
5113 native-country_Portugal native-country_Thailand -0.00079 0.00079
4974 native-country_Nicaragua native-country_Trinadad&Tobago -0.00078 0.00078
5266 native-country_Trinadad&Tobago hours-per-weekGRP_2_[20,40] 0.00078 0.00078
2941 relationship_Husband native-country_Laos -0.00078 0.00078
5312 native-country_Yugoslavia ageGRP_6_[60,INF) -0.00078 0.00078
1222 marital-status_Married-AF-spouse native-country_Ecuador -0.00078 0.00078
3832 native-country_Cambodia native-country_Nicaragua -0.00078 0.00078
559 workclass_Never-worked native-country_England -0.00077 0.00077
1921 occupation_Armed-Forces native-country_Dominican-Republic -0.00077 0.00077
4610 native-country_Hong native-country_Peru -0.00077 0.00077
3150 relationship_Own-child native-country_Nicaragua -0.00077 0.00077
3077 relationship_Other-relative native-country_Italy -0.00076 0.00076
3067 relationship_Other-relative native-country_Greece 0.00076 0.00076
1955 occupation_Armed-Forces native-country_Vietnam -0.00076 0.00076
3655 sex_Female native-country_Japan -0.00076 0.00076
4973 native-country_Nicaragua native-country_Thailand -0.00076 0.00076
4900 native-country_Laos native-country_Nicaragua -0.00076 0.00076
1044 workclass_Without-pay native-country_Haiti -0.00076 0.00076
4483 native-country_Haiti native-country_Outlying-US(Guam-USVI-etc) -0.00076 0.00076
5161 native-country_Scotland native-country_Taiwan -0.00076 0.00076
3714 sex_Male native-country_Japan 0.00076 0.00076
1125 marital-status_Divorced native-country_Canada -0.00075 0.00075
5033 native-country_Peru native-country_Trinadad&Tobago -0.00075 0.00075
3763 native-country_? native-country_Holand-Netherlands -0.00075 0.00075
3834 native-country_Cambodia native-country_Peru -0.00075 0.00075
1050 workclass_Without-pay native-country_Iran -0.00075 0.00075
4823 native-country_Italy education-numGRP_5_[10,13] -0.00075 0.00075
1202 marital-status_Married-AF-spouse relationship_Husband -0.00075 0.00075
4726 native-country_Iran native-country_Outlying-US(Guam-USVI-etc) -0.00075 0.00075
5117 native-country_Portugal native-country_Yugoslavia -0.00075 0.00075
2923 relationship_Husband native-country_Ecuador -0.00074 0.00074
4383 native-country_Greece native-country_Hong -0.00074 0.00074
4471 native-country_Haiti native-country_Honduras -0.00074 0.00074
1928 occupation_Armed-Forces native-country_Guatemala -0.00074 0.00074
4290 native-country_France native-country_Hong -0.00074 0.00074
4473 native-country_Haiti native-country_Hungary -0.00074 0.00074
2640 occupation_Protective-serv native-country_Haiti 0.00074 0.00074
573 workclass_Never-worked native-country_Jamaica -0.00073 0.00073
4143 native-country_Ecuador native-country_Hong -0.00073 0.00073
4560 native-country_Honduras native-country_Iran -0.00073 0.00073
3521 race_Other native-country_Germany -0.00073 0.00073
1939 occupation_Armed-Forces native-country_Japan -0.00073 0.00073
2786 occupation_Tech-support native-country_Guatemala 0.00073 0.00073
5032 native-country_Peru native-country_Thailand -0.00073 0.00073
5076 native-country_Philippines education-numGRP_6_[13,16) 0.00073 0.00073
4902 native-country_Laos native-country_Peru -0.00073 0.00073
4641 native-country_Hungary native-country_Iran -0.00073 0.00073
585 workclass_Never-worked native-country_South -0.00073 0.00073
1236 marital-status_Married-AF-spouse native-country_Ireland -0.00072 0.00072
4311 native-country_France native-country_Trinadad&Tobago -0.00072 0.00072
4404 native-country_Greece native-country_Trinadad&Tobago -0.00072 0.00072
4365 native-country_Germany ageGRP_4_[40,50] 0.00072 0.00072
3815 native-country_Cambodia native-country_France -0.00072 0.00072
3817 native-country_Cambodia native-country_Greece -0.00072 0.00072
4977 native-country_Nicaragua native-country_Yugoslavia -0.00072 0.00072
3296 relationship_Wife native-country_Vietnam -0.00072 0.00072
478 workclass_Local-gov native-country_Nicaragua -0.00072 0.00072
4164 native-country_Ecuador native-country_Trinadad&Tobago -0.00071 0.00071
1946 occupation_Armed-Forces native-country_Poland -0.00071 0.00071
1919 occupation_Armed-Forces native-country_Columbia -0.00071 0.00071
3812 native-country_Cambodia native-country_Ecuador -0.00071 0.00071
1763 occupation_? native-country_Hong -0.00071 0.00071
4489 native-country_Haiti native-country_Scotland -0.00071 0.00071
4998 native-country_Outlying-US(Guam-USVI-etc) native-country_Portugal -0.0007 0.0007
484 workclass_Local-gov native-country_Puerto-Rico -0.0007 0.0007
4183 native-country_Ecuador hours-per-weekGRP_4_[50,60] -0.0007 0.0007
4403 native-country_Greece native-country_Thailand -0.0007 0.0007
4732 native-country_Iran native-country_Scotland -0.0007 0.0007
2802 occupation_Tech-support native-country_Peru 0.0007 0.0007
572 workclass_Never-worked native-country_Italy -0.0007 0.0007
1062 workclass_Without-pay native-country_Portugal -0.0007 0.0007
4391 native-country_Greece native-country_Laos -0.0007 0.0007
4298 native-country_France native-country_Laos -0.0007 0.0007
553 workclass_Never-worked native-country_China -0.0007 0.0007
4310 native-country_France native-country_Thailand -0.0007 0.0007
4151 native-country_Ecuador native-country_Laos -0.00069 0.00069
1670 marital-status_Widowed native-country_France 0.00069 0.00069
1201 marital-status_Married-AF-spouse occupation_Transport-moving -0.00069 0.00069
4163 native-country_Ecuador native-country_Thailand -0.00069 0.00069
2171 occupation_Farming-fishing native-country_France 0.00069 0.00069
2193 occupation_Farming-fishing native-country_Portugal -0.00069 0.00069
267 workclass_? native-country_Hong -0.00069 0.00069
1672 marital-status_Widowed native-country_Greece 0.00069 0.00069
556 workclass_Never-worked native-country_Dominican-Republic -0.00068 0.00068
5167 native-country_Scotland ageGRP_1_[0,20] 0.00068 0.00068
5036 native-country_Peru native-country_Yugoslavia -0.00068 0.00068
4923 native-country_Laos education-numGRP_3_[6,8] 0.00067 0.00067
1344 marital-status_Married-civ-spouse native-country_Trinadad&Tobago 0.00067 0.00067
1057 workclass_Without-pay native-country_Nicaragua -0.00067 0.00067
4964 native-country_Nicaragua native-country_Outlying-US(Guam-USVI-etc) -0.00067 0.00067
5241 native-country_Thailand education-numGRP_3_[6,8] 0.00067 0.00067
590 workclass_Never-worked native-country_Vietnam -0.00067 0.00067
4602 native-country_Hong native-country_Ireland -0.00067 0.00067
4572 native-country_Honduras native-country_Portugal -0.00067 0.00067
4630 native-country_Hong education-numGRP_2_[4,6] 0.00067 0.00067
4505 native-country_Haiti education-numGRP_3_[6,8] -0.00067 0.00067
4653 native-country_Hungary native-country_Portugal -0.00067 0.00067
4773 native-country_Ireland native-country_Trinadad&Tobago -0.00066 0.00066
1951 occupation_Armed-Forces native-country_Taiwan -0.00066 0.00066
3826 native-country_Cambodia native-country_Ireland -0.00066 0.00066
4407 native-country_Greece native-country_Yugoslavia -0.00066 0.00066
1232 marital-status_Married-AF-spouse native-country_Hong -0.00066 0.00066
4314 native-country_France native-country_Yugoslavia -0.00066 0.00066
4167 native-country_Ecuador native-country_Yugoslavia -0.00065 0.00065
5195 native-country_South ageGRP_6_[60,INF) 0.00065 0.00065
5110 native-country_Portugal native-country_Scotland -0.00065 0.00065
4567 native-country_Honduras native-country_Nicaragua -0.00065 0.00065
563 workclass_Never-worked native-country_Guatemala -0.00065 0.00065
4648 native-country_Hungary native-country_Nicaragua -0.00065 0.00065
1478 marital-status_Never-married race_Amer-Indian-Eskimo 0.00065 0.00065
169 CapitalLossPositive native-country_Ireland -0.00064 0.00064
1253 marital-status_Married-AF-spouse native-country_Trinadad&Tobago -0.00064 0.00064
4316 native-country_France ageGRP_2_[20,30] -0.00064 0.00064
574 workclass_Never-worked native-country_Japan -0.00064 0.00064
4772 native-country_Ireland native-country_Thailand -0.00064 0.00064
4760 native-country_Ireland native-country_Laos -0.00064 0.00064
1059 workclass_Without-pay native-country_Peru -0.00064 0.00064
1216 marital-status_Married-AF-spouse native-country_Cambodia -0.00064 0.00064
4995 native-country_Outlying-US(Guam-USVI-etc) native-country_Peru -0.00064 0.00064
1252 marital-status_Married-AF-spouse native-country_Thailand -0.00063 0.00063
1240 marital-status_Married-AF-spouse native-country_Laos -0.00063 0.00063
581 workclass_Never-worked native-country_Poland -0.00063 0.00063
4017 native-country_Columbia ageGRP_6_[60,INF) -0.00063 0.00063
1411 marital-status_Married-spouse-absent native-country_Holand-Netherlands -0.00063 0.00063
1040 workclass_Without-pay native-country_France -0.00062 0.00062
4301 native-country_France native-country_Outlying-US(Guam-USVI-etc) -0.00062 0.00062
554 workclass_Never-worked native-country_Columbia -0.00062 0.00062
4569 native-country_Honduras native-country_Peru -0.00062 0.00062
1042 workclass_Without-pay native-country_Greece -0.00062 0.00062
4394 native-country_Greece native-country_Outlying-US(Guam-USVI-etc) -0.00062 0.00062
4650 native-country_Hungary native-country_Peru -0.00062 0.00062
4970 native-country_Nicaragua native-country_Scotland -0.00062 0.00062
4015 native-country_Columbia ageGRP_4_[40,50] 0.00061 0.00061
1929 occupation_Armed-Forces native-country_Haiti -0.00061 0.00061
1037 workclass_Without-pay native-country_Ecuador -0.00061 0.00061
4377 native-country_Germany hours-per-weekGRP_4_[50,60] 0.00061 0.00061
4154 native-country_Ecuador native-country_Outlying-US(Guam-USVI-etc) -0.00061 0.00061
1935 occupation_Armed-Forces native-country_Iran -0.0006 0.0006
3822 native-country_Cambodia native-country_Hong -0.0006 0.0006
4619 native-country_Hong native-country_Trinadad&Tobago -0.0006 0.0006
479 workclass_Local-gov native-country_Outlying-US(Guam-USVI-etc) 0.0006 0.0006
4776 native-country_Ireland native-country_Yugoslavia -0.0006 0.0006
4289 native-country_France native-country_Honduras -0.0006 0.0006
4291 native-country_France native-country_Hungary -0.0006 0.0006
5120 native-country_Portugal ageGRP_3_[30,40] 0.0006 0.0006
4382 native-country_Greece native-country_Honduras -0.0006 0.0006
4384 native-country_Greece native-country_Hungary -0.0006 0.0006
5029 native-country_Peru native-country_Scotland -0.00059 0.00059
4144 native-country_Ecuador native-country_Hungary -0.00059 0.00059
4142 native-country_Ecuador native-country_Honduras -0.00059 0.00059
1256 marital-status_Married-AF-spouse native-country_Yugoslavia -0.00059 0.00059
1271 marital-status_Married-AF-spouse hours-per-weekGRP_3_[40,50] -0.00058 0.00058
3843 native-country_Cambodia native-country_Trinadad&Tobago -0.00058 0.00058
4618 native-country_Hong native-country_Thailand -0.00058 0.00058
2357 occupation_Machine-op-inspct native-country_Thailand -0.00058 0.00058
2405 occupation_Other-service native-country_Ecuador 0.00058 0.00058
4606 native-country_Hong native-country_Laos -0.00058 0.00058
3697 sex_Male native-country_Ecuador 0.00058 0.00058
586 workclass_Never-worked native-country_Taiwan -0.00058 0.00058
3638 sex_Female native-country_Ecuador -0.00058 0.00058
5066 native-country_Philippines ageGRP_2_[20,30] -0.00058 0.00058
5229 native-country_Thailand native-country_Trinadad&Tobago -0.00057 0.00057
4911 native-country_Laos native-country_Trinadad&Tobago -0.00057 0.00057
3842 native-country_Cambodia native-country_Thailand -0.00057 0.00057
4400 native-country_Greece native-country_Scotland -0.00057 0.00057
4307 native-country_France native-country_Scotland -0.00057 0.00057
3830 native-country_Cambodia native-country_Laos -0.00057 0.00057
4763 native-country_Ireland native-country_Outlying-US(Guam-USVI-etc) -0.00056 0.00056
1051 workclass_Without-pay native-country_Ireland -0.00056 0.00056
1947 occupation_Armed-Forces native-country_Portugal -0.00056 0.00056
4896 native-country_Japan hours-per-weekGRP_3_[40,50] -0.00056 0.00056
4160 native-country_Ecuador native-country_Scotland -0.00056 0.00056
157 CapitalLossPositive native-country_England -0.00055 0.00055
996 workclass_Without-pay marital-status_Married-AF-spouse -0.00055 0.00055
2031 occupation_Craft-repair native-country_Puerto-Rico -0.00055 0.00055
4622 native-country_Hong native-country_Yugoslavia -0.00055 0.00055
4910 native-country_Laos native-country_Thailand -0.00055 0.00055
1243 marital-status_Married-AF-spouse native-country_Outlying-US(Guam-USVI-etc) -0.00055 0.00055
4561 native-country_Honduras native-country_Ireland -0.00054 0.00054
3336 race_Amer-Indian-Eskimo native-country_Holand-Netherlands -0.00054 0.00054
4642 native-country_Hungary native-country_Ireland -0.00054 0.00054
5252 native-country_Trinadad&Tobago native-country_Yugoslavia -0.00054 0.00054
564 workclass_Never-worked native-country_Haiti -0.00054 0.00054
3846 native-country_Cambodia native-country_Yugoslavia -0.00054 0.00054
1942 occupation_Armed-Forces native-country_Nicaragua -0.00054 0.00054
498 workclass_Local-gov ageGRP_6_[60,INF) 0.00053 0.00053
1231 marital-status_Married-AF-spouse native-country_Honduras -0.00053 0.00053
570 workclass_Never-worked native-country_Iran -0.00053 0.00053
2776 occupation_Tech-support native-country_China -0.00053 0.00053
1233 marital-status_Married-AF-spouse native-country_Hungary -0.00053 0.00053
4914 native-country_Laos native-country_Yugoslavia -0.00052 0.00052
4769 native-country_Ireland native-country_Scotland -0.00052 0.00052
5232 native-country_Thailand native-country_Yugoslavia -0.00052 0.00052
3302 relationship_Wife ageGRP_5_[50,60] 0.00052 0.00052
2701 occupation_Sales native-country_Cambodia -0.00052 0.00052
1944 occupation_Armed-Forces native-country_Peru -0.00051 0.00051
1371 marital-status_Married-spouse-absent occupation_Craft-repair -0.00051 0.00051
4609 native-country_Hong native-country_Outlying-US(Guam-USVI-etc) -0.00051 0.00051
1047 workclass_Without-pay native-country_Hong -0.00051 0.00051
3257 relationship_Wife native-country_Cambodia 0.00051 0.00051
3525 race_Other native-country_Holand-Netherlands -0.00051 0.00051
4370 native-country_Germany education-numGRP_3_[6,8] 0.00051 0.00051
1249 marital-status_Married-AF-spouse native-country_Scotland -0.00051 0.00051
869 workclass_Self-emp-not-inc native-country_Outlying-US(Guam-USVI-etc) -0.00051 0.00051
1068 workclass_Without-pay native-country_Trinadad&Tobago -0.0005 0.0005
1031 workclass_Without-pay native-country_Cambodia -0.0005 0.0005
4852 native-country_Jamaica ageGRP_5_[50,60] -0.0005 0.0005
3833 native-country_Cambodia native-country_Outlying-US(Guam-USVI-etc) -0.0005 0.0005
5004 native-country_Outlying-US(Guam-USVI-etc) native-country_Trinadad&Tobago -0.0005 0.0005
4269 native-country_England ageGRP_3_[30,40] 0.0005 0.0005
4599 native-country_Hong native-country_Hungary -0.0005 0.0005
1927 occupation_Armed-Forces native-country_Greece -0.0005 0.0005
4557 native-country_Honduras native-country_Hong -0.0005 0.0005
5043 native-country_Peru education-numGRP_1_[1,4] -0.0005 0.0005
1925 occupation_Armed-Forces native-country_France -0.0005 0.0005
2927 relationship_Husband native-country_Germany -0.00049 0.00049
902 workclass_State-gov marital-status_Married-AF-spouse 0.00049 0.00049
5003 native-country_Outlying-US(Guam-USVI-etc) native-country_Thailand -0.00049 0.00049
1087 workclass_Without-pay hours-per-weekGRP_4_[50,60] -0.00049 0.00049
582 workclass_Never-worked native-country_Portugal -0.00049 0.00049
4901 native-country_Laos native-country_Outlying-US(Guam-USVI-etc) -0.00049 0.00049
1055 workclass_Without-pay native-country_Laos -0.00049 0.00049
1067 workclass_Without-pay native-country_Thailand -0.00049 0.00049
1922 occupation_Armed-Forces native-country_Ecuador -0.00049 0.00049
383 workclass_Federal-gov native-country_Portugal -0.00049 0.00049
2700 occupation_Sales native-country_? 0.00048 0.00048
3823 native-country_Cambodia native-country_Hungary -0.00048 0.00048
4659 native-country_Hungary native-country_Trinadad&Tobago -0.00048 0.00048
769 workclass_Self-emp-inc native-country_Japan -0.00048 0.00048
3821 native-country_Cambodia native-country_Honduras -0.00048 0.00048
4578 native-country_Honduras native-country_Trinadad&Tobago -0.00048 0.00048
4615 native-country_Hong native-country_Scotland -0.00048 0.00048
4646 native-country_Hungary native-country_Laos -0.00047 0.00047
4577 native-country_Honduras native-country_Thailand -0.00047 0.00047
904 workclass_State-gov marital-status_Married-spouse-absent 0.00047 0.00047
577 workclass_Never-worked native-country_Nicaragua -0.00047 0.00047
4565 native-country_Honduras native-country_Laos -0.00047 0.00047
4658 native-country_Hungary native-country_Thailand -0.00047 0.00047
3354 race_Amer-Indian-Eskimo native-country_Puerto-Rico -0.00047 0.00047
1071 workclass_Without-pay native-country_Yugoslavia -0.00046 0.00046
5007 native-country_Outlying-US(Guam-USVI-etc) native-country_Yugoslavia -0.00046 0.00046
3722 sex_Male native-country_Portugal 0.00046 0.00046
4717 native-country_India hours-per-weekGRP_4_[50,60] 0.00046 0.00046
5163 native-country_Scotland native-country_Trinadad&Tobago -0.00046 0.00046
3839 native-country_Cambodia native-country_Scotland -0.00046 0.00046
4593 native-country_Honduras education-numGRP_6_[13,16) -0.00046 0.00046
2707 occupation_Sales native-country_Ecuador -0.00046 0.00046
1604 marital-status_Separated native-country_Poland 0.00046 0.00046
4743 native-country_Iran ageGRP_4_[40,50] -0.00046 0.00046
3663 sex_Female native-country_Portugal -0.00046 0.00046
1936 occupation_Armed-Forces native-country_Ireland -0.00045 0.00045
5162 native-country_Scotland native-country_Thailand -0.00045 0.00045
579 workclass_Never-worked native-country_Peru -0.00045 0.00045
4907 native-country_Laos native-country_Scotland -0.00045 0.00045
3024 relationship_Not-in-family native-country_Trinadad&Tobago 0.00045 0.00045
1440 marital-status_Married-spouse-absent ageGRP_3_[30,40] -0.00044 0.00044
3397 race_Asian-Pac-Islander native-country_Greece 0.00044 0.00044
562 workclass_Never-worked native-country_Greece -0.00044 0.00044
4662 native-country_Hungary native-country_Yugoslavia -0.00044 0.00044
560 workclass_Never-worked native-country_France -0.00044 0.00044
1189 marital-status_Married-AF-spouse occupation_Armed-Forces -0.00044 0.00044
4918 native-country_Laos ageGRP_4_[40,50] 0.00044 0.00044
4581 native-country_Honduras native-country_Yugoslavia -0.00044 0.00044
5179 native-country_Scotland hours-per-weekGRP_1_[0,20] -0.00044 0.00044
4528 native-country_Holand-Netherlands native-country_Philippines -0.00043 0.00043
1058 workclass_Without-pay native-country_Outlying-US(Guam-USVI-etc) -0.00043 0.00043
5166 native-country_Scotland native-country_Yugoslavia -0.00043 0.00043
557 workclass_Never-worked native-country_Ecuador -0.00043 0.00043
2631 occupation_Protective-serv native-country_Cuba 0.00043 0.00043
1784 occupation_? native-country_Trinadad&Tobago -0.00042 0.00042
5320 native-country_Yugoslavia hours-per-weekGRP_2_[20,40] 0.00042 0.00042
1492 marital-status_Never-married native-country_Ecuador -0.00042 0.00042
1747 occupation_? native-country_Cambodia -0.00042 0.00042
1046 workclass_Without-pay native-country_Honduras -0.00041 0.00041
4649 native-country_Hungary native-country_Outlying-US(Guam-USVI-etc) -0.00041 0.00041
1048 workclass_Without-pay native-country_Hungary -0.00041 0.00041
5434 education-numGRP_4_[8,10] hours-per-weekGRP_1_[0,20] -0.00041 0.00041
1932 occupation_Armed-Forces native-country_Hong -0.00041 0.00041
4568 native-country_Honduras native-country_Outlying-US(Guam-USVI-etc) -0.00041 0.00041
2400 occupation_Other-service native-country_Canada -0.00041 0.00041
1953 occupation_Armed-Forces native-country_Trinadad&Tobago -0.0004 0.0004
2883 occupation_Transport-moving native-country_Trinadad&Tobago 0.0004 0.0004
571 workclass_Never-worked native-country_Ireland -0.0004 0.0004
3227 relationship_Unmarried native-country_Thailand 0.0004 0.0004
4558 native-country_Honduras native-country_Hungary -0.0004 0.0004
188 CapitalLossPositive native-country_Vietnam -0.0004 0.0004
1064 workclass_Without-pay native-country_Scotland -0.0004 0.0004
5000 native-country_Outlying-US(Guam-USVI-etc) native-country_Scotland -0.0004 0.0004
1916 occupation_Armed-Forces native-country_Cambodia -0.0004 0.0004
251 workclass_? native-country_Cambodia -0.00039 0.00039
516 workclass_Never-worked marital-status_Married-AF-spouse -0.00039 0.00039
1952 occupation_Armed-Forces native-country_Thailand -0.00039 0.00039
1940 occupation_Armed-Forces native-country_Laos -0.00039 0.00039
288 workclass_? native-country_Trinadad&Tobago -0.00039 0.00039
165 CapitalLossPositive native-country_Hong 0.00039 0.00039
4655 native-country_Hungary native-country_Scotland -0.00038 0.00038
875 workclass_Self-emp-not-inc native-country_Scotland 0.00038 0.00038
4574 native-country_Honduras native-country_Scotland -0.00038 0.00038
2325 occupation_Machine-op-inspct native-country_Cuba 0.00038 0.00038
508 workclass_Local-gov hours-per-weekGRP_4_[50,60] -0.00038 0.00038
1600 marital-status_Separated native-country_Nicaragua -0.00038 0.00038
2490 occupation_Priv-house-serv native-country_Holand-Netherlands -0.00038 0.00038
4784 native-country_Ireland education-numGRP_2_[4,6] -0.00037 0.00037
462 workclass_Local-gov native-country_Germany 0.00037 0.00037
1956 occupation_Armed-Forces native-country_Yugoslavia -0.00037 0.00037
1120 marital-status_Divorced race_White 0.00037 0.00037
3287 relationship_Wife native-country_Poland 0.00037 0.00037
1190 marital-status_Married-AF-spouse occupation_Craft-repair 0.00036 0.00036
667 workclass_Private native-country_India 0.00036 0.00036
4335 native-country_Germany native-country_Holand-Netherlands -0.00036 0.00036
567 workclass_Never-worked native-country_Hong -0.00036 0.00036
3855 native-country_Cambodia education-numGRP_3_[6,8] 0.00036 0.00036
11 CapitalGainPositive marital-status_Married-AF-spouse 0.00035 0.00035
2000 occupation_Craft-repair native-country_Canada -0.00035 0.00035
3116 relationship_Own-child race_Amer-Indian-Eskimo -0.00035 0.00035
643 workclass_Private race_Black -0.00035 0.00035
4367 native-country_Germany ageGRP_6_[60,INF) 0.00035 0.00035
588 workclass_Never-worked native-country_Trinadad&Tobago -0.00035 0.00035
551 workclass_Never-worked native-country_Cambodia -0.00035 0.00035
657 workclass_Private native-country_England 0.00034 0.00034
1943 occupation_Armed-Forces native-country_Outlying-US(Guam-USVI-etc) -0.00034 0.00034
3876 native-country_Canada native-country_Holand-Netherlands -0.00034 0.00034
833 workclass_Self-emp-not-inc relationship_Wife 0.00034 0.00034
1375 marital-status_Married-spouse-absent occupation_Machine-op-inspct 0.00034 0.00034
1004 workclass_Without-pay occupation_Armed-Forces -0.00034 0.00034
575 workclass_Never-worked native-country_Laos -0.00034 0.00034
1868 occupation_Adm-clerical native-country_Thailand -0.00034 0.00034
587 workclass_Never-worked native-country_Thailand -0.00034 0.00034
4531 native-country_Holand-Netherlands native-country_Puerto-Rico -0.00033 0.00033
1933 occupation_Armed-Forces native-country_Hungary -0.00033 0.00033
591 workclass_Never-worked native-country_Yugoslavia -0.00033 0.00033
1931 occupation_Armed-Forces native-country_Honduras -0.00033 0.00033
53 CapitalGainPositive native-country_El-Salvador 0.00033 0.00033
1949 occupation_Armed-Forces native-country_Scotland -0.00032 0.00032
2706 occupation_Sales native-country_Dominican-Republic 0.00032 0.00032
4672 native-country_Hungary education-numGRP_4_[8,10] -0.00032 0.00032
4191 native-country_El-Salvador native-country_Holand-Netherlands -0.00032 0.00032
4591 native-country_Honduras education-numGRP_4_[8,10] -0.00032 0.00032
834 workclass_Self-emp-not-inc race_Amer-Indian-Eskimo -0.00032 0.00032
4704 native-country_India ageGRP_3_[30,40] -0.00031 0.00031
4320 native-country_France ageGRP_6_[60,INF) -0.00031 0.00031
4413 native-country_Greece ageGRP_6_[60,INF) -0.00031 0.00031
4517 native-country_Holand-Netherlands native-country_India -0.00031 0.00031
578 workclass_Never-worked native-country_Outlying-US(Guam-USVI-etc) -0.0003 0.0003
4038 native-country_Cuba native-country_Holand-Netherlands -0.0003 0.0003
514 workclass_Never-worked workclass_Without-pay -0.0003 0.0003
566 workclass_Never-worked native-country_Honduras -0.00029 0.00029
568 workclass_Never-worked native-country_Hungary -0.00029 0.00029
4020 native-country_Columbia education-numGRP_3_[6,8] 0.00029 0.00029
4240 native-country_England native-country_Holand-Netherlands -0.00029 0.00029
4533 native-country_Holand-Netherlands native-country_South -0.00028 0.00028
584 workclass_Never-worked native-country_Scotland -0.00028 0.00028
5070 native-country_Philippines ageGRP_6_[60,INF) -0.00028 0.00028
4521 native-country_Holand-Netherlands native-country_Jamaica -0.00028 0.00028
2784 occupation_Tech-support native-country_Germany 0.00027 0.00027
515 workclass_Never-worked marital-status_Divorced 0.00027 0.00027
3931 native-country_China native-country_Holand-Netherlands -0.00027 0.00027
4090 native-country_Dominican-Republic native-country_Holand-Netherlands -0.00026 0.00026
351 workclass_Federal-gov native-country_? -0.00026 0.00026
4520 native-country_Holand-Netherlands native-country_Italy -0.00026 0.00026
3264 relationship_Wife native-country_El-Salvador -0.00026 0.00026
4184 native-country_Ecuador hours-per-weekGRP_5_[60,INF) 0.00026 0.00026
1510 marital-status_Never-married native-country_Laos 0.00026 0.00026
1197 marital-status_Married-AF-spouse occupation_Prof-specialty 0.00026 0.00026
4426 native-country_Guatemala native-country_Holand-Netherlands -0.00025 0.00025
1845 occupation_Adm-clerical native-country_Haiti -0.00025 0.00025
2575 occupation_Prof-specialty native-country_Japan 0.00025 0.00025
4538 native-country_Holand-Netherlands native-country_Vietnam -0.00025 0.00025
3985 native-country_Columbia native-country_Holand-Netherlands -0.00024 0.00024
524 workclass_Never-worked occupation_Armed-Forces -0.00024 0.00024
4522 native-country_Holand-Netherlands native-country_Japan -0.00024 0.00024
4529 native-country_Holand-Netherlands native-country_Poland -0.00024 0.00024
3850 native-country_Cambodia ageGRP_4_[40,50] -0.00023 0.00023
3190 relationship_Unmarried native-country_? 0.00023 0.00023
3200 relationship_Unmarried native-country_France -0.00023 0.00023
3020 relationship_Not-in-family native-country_Scotland -0.00022 0.00022
4534 native-country_Holand-Netherlands native-country_Taiwan -0.00022 0.00022
666 workclass_Private native-country_Hungary -0.00021 0.00021
2103 occupation_Exec-managerial native-country_Jamaica -0.00021 0.00021
162 CapitalLossPositive native-country_Haiti -0.00021 0.00021
4470 native-country_Haiti native-country_Holand-Netherlands -0.0002 0.0002
4518 native-country_Holand-Netherlands native-country_Iran -0.0002 0.0002
4530 native-country_Holand-Netherlands native-country_Portugal -0.00019 0.00019
1673 marital-status_Widowed native-country_Guatemala 0.00019 0.00019
2876 occupation_Transport-moving native-country_Poland 0.00019 0.00019
4824 native-country_Italy education-numGRP_6_[13,16) -0.00019 0.00019
1597 marital-status_Separated native-country_Japan 0.00019 0.00019
4525 native-country_Holand-Netherlands native-country_Nicaragua -0.00018 0.00018
2201 occupation_Farming-fishing native-country_Vietnam -0.00018 0.00018
2429 occupation_Other-service native-country_Poland -0.00017 0.00017
4381 native-country_Greece native-country_Holand-Netherlands -0.00017 0.00017
4527 native-country_Holand-Netherlands native-country_Peru -0.00017 0.00017
1027 workclass_Without-pay race_White 0.00017 0.00017
4288 native-country_France native-country_Holand-Netherlands -0.00017 0.00017
4141 native-country_Ecuador native-country_Holand-Netherlands -0.00016 0.00016
4980 native-country_Nicaragua ageGRP_3_[30,40] 0.00016 0.00016
492 workclass_Local-gov native-country_Yugoslavia -0.00016 0.00016
2313 occupation_Machine-op-inspct race_Amer-Indian-Eskimo -0.00016 0.00016
2986 relationship_Not-in-family native-country_? 0.00016 0.00016
4519 native-country_Holand-Netherlands native-country_Ireland -0.00015 0.00015
1230 marital-status_Married-AF-spouse native-country_Holand-Netherlands -0.00015 0.00015
2320 occupation_Machine-op-inspct native-country_? 0.00015 0.00015
2521 occupation_Priv-house-serv ageGRP_5_[50,60] 0.00015 0.00015
4515 native-country_Holand-Netherlands native-country_Hong -0.00014 0.00014
5121 native-country_Portugal ageGRP_4_[40,50] 0.00014 0.00014
47 CapitalGainPositive native-country_Canada -0.00014 0.00014
4535 native-country_Holand-Netherlands native-country_Thailand -0.00013 0.00013
4523 native-country_Holand-Netherlands native-country_Laos -0.00013 0.00013
3820 native-country_Cambodia native-country_Holand-Netherlands -0.00013 0.00013
4536 native-country_Holand-Netherlands native-country_Trinadad&Tobago -0.00013 0.00013
1155 marital-status_Divorced native-country_Portugal -0.00013 0.00013
4509 native-country_Haiti hours-per-weekGRP_1_[0,20] 0.00013 0.00013
4539 native-country_Holand-Netherlands native-country_Yugoslavia -0.00012 0.00012
5311 native-country_Yugoslavia ageGRP_5_[50,60] -0.00012 0.00012
4516 native-country_Holand-Netherlands native-country_Hungary -0.00011 0.00011
4514 native-country_Holand-Netherlands native-country_Honduras -0.00011 0.00011
5290 native-country_Vietnam ageGRP_1_[0,20] 0.00011 0.00011
1783 occupation_? native-country_Thailand -0.00011 0.00011
1771 occupation_? native-country_Laos -0.00011 0.00011
4526 native-country_Holand-Netherlands native-country_Outlying-US(Guam-USVI-etc) -0.00011 0.00011
1045 workclass_Without-pay native-country_Holand-Netherlands -0.00011 0.00011
4532 native-country_Holand-Netherlands native-country_Scotland -0.00011 0.00011
391 workclass_Federal-gov native-country_Vietnam 0.0001 0.0001
1259 marital-status_Married-AF-spouse ageGRP_3_[30,40] -0.0001 0.0001
1930 occupation_Armed-Forces native-country_Holand-Netherlands -9e-05 9e-05
287 workclass_? native-country_Thailand -8e-05 8e-05
857 workclass_Self-emp-not-inc native-country_Honduras -8e-05 8e-05
565 workclass_Never-worked native-country_Holand-Netherlands -8e-05 8e-05
275 workclass_? native-country_Laos -8e-05 8e-05
4631 native-country_Hong education-numGRP_3_[6,8] 7e-05 7e-05
3698 sex_Male native-country_El-Salvador 7e-05 7e-05
5093 native-country_Poland ageGRP_2_[20,30] -7e-05 7e-05
3639 sex_Female native-country_El-Salvador -7e-05 7e-05
4506 native-country_Haiti education-numGRP_4_[8,10] -7e-05 7e-05
4597 native-country_Honduras hours-per-weekGRP_4_[50,60] -6e-05 6e-05
4498 native-country_Haiti ageGRP_2_[20,30] -6e-05 6e-05
4826 native-country_Italy hours-per-weekGRP_2_[20,40] 6e-05 6e-05
1324 marital-status_Married-civ-spouse native-country_Hungary 6e-05 6e-05
2039 occupation_Craft-repair native-country_Yugoslavia -6e-05 6e-05
3280 relationship_Wife native-country_Japan 5e-05 5e-05
258 workclass_? native-country_El-Salvador 5e-05 5e-05
4364 native-country_Germany ageGRP_3_[30,40] 5e-05 5e-05
3512 race_Other native-country_Canada -4e-05 4e-05
5168 native-country_Scotland ageGRP_2_[20,30] -3e-05 3e-05
755 workclass_Self-emp-inc native-country_France 3e-05 3e-05
5013 native-country_Outlying-US(Guam-USVI-etc) ageGRP_6_[60,INF) -2e-05 2e-05
4173 native-country_Ecuador ageGRP_6_[60,INF) -2e-05 2e-05
3803 native-country_? hours-per-weekGRP_2_[20,40] -1e-05 1e-05
5103 native-country_Poland education-numGRP_6_[13,16) 1e-05 1e-05
1317 marital-status_Married-civ-spouse native-country_Germany -1e-05 1e-05
378 workclass_Federal-gov native-country_Nicaragua -1e-05 1e-05
79 CapitalGainPositive native-country_Scotland 0 0
66 CapitalGainPositive native-country_Ireland 0 0
1754 occupation_? native-country_El-Salvador 0 0

Split data to train and test datasets

In [23]:
TrainDataset, TestDataset = train_test_split(Data, test_size=0.4, random_state=42)
ValidateDataset, TestDataset = train_test_split(TestDataset, test_size=0.5, random_state=42)

6. Run classifier algorithms

In [24]:
TrainDataset[feature_variables].columns#.values
Out[24]:
Index(['CapitalGainPositive', 'CapitalLossPositive', 'workclass_?',
       'workclass_Federal-gov', 'workclass_Local-gov',
       'workclass_Never-worked', 'workclass_Private', 'workclass_Self-emp-inc',
       'workclass_Self-emp-not-inc', 'workclass_State-gov',
       ...
       'education-numGRP_2_[4,6]', 'education-numGRP_3_[6,8]',
       'education-numGRP_4_[8,10]', 'education-numGRP_5_[10,13]',
       'education-numGRP_6_[13,16)', 'hours-per-weekGRP_1_[0,20]',
       'hours-per-weekGRP_2_[20,40]', 'hours-per-weekGRP_3_[40,50]',
       'hours-per-weekGRP_4_[50,60]', 'hours-per-weekGRP_5_[60,INF)'],
      dtype='object', length=105)
In [25]:
model_variables =[
##'CapitalGainPositive', 
##'CapitalLossPositive', 
##'workclass_?',
'workclass_Federal-gov', 
'workclass_Local-gov',
'workclass_Never-worked', 
'workclass_Private',
'workclass_Self-emp-inc', 
'workclass_Self-emp-not-inc',
'workclass_State-gov', 
##'workclass_Without-pay',
'marital-status_Divorced', 
'marital-status_Married-AF-spouse',
'marital-status_Married-civ-spouse',
'marital-status_Married-spouse-absent',
'marital-status_Never-married', 
'marital-status_Separated',
##'marital-status_Widowed', 
##'occupation_?',
'occupation_Adm-clerical', 
'occupation_Armed-Forces',
'occupation_Craft-repair', 
'occupation_Exec-managerial',
'occupation_Farming-fishing', 
'occupation_Handlers-cleaners',
'occupation_Machine-op-inspct', 
'occupation_Other-service',
'occupation_Priv-house-serv', 
'occupation_Prof-specialty',
'occupation_Protective-serv', 
'occupation_Sales',
'occupation_Tech-support', 
##'occupation_Transport-moving',
'relationship_Husband', 
'relationship_Not-in-family',
'relationship_Other-relative', 
'relationship_Own-child',
'relationship_Unmarried', 
##'relationship_Wife',
'race_Amer-Indian-Eskimo', 
'race_Asian-Pac-Islander', 
'race_Black',
'race_Other', 
##'race_White', 
'sex_Female', 
##'sex_Male',
##'native-country_?', 
#'native-country_Cambodia',
#'native-country_Canada', 
#'native-country_China',
#'native-country_Columbia', 
#'native-country_Cuba',
#'native-country_Dominican-Republic', 
#'native-country_Ecuador',
#'native-country_El-Salvador', 
#'native-country_England',
#'native-country_France', 
#'native-country_Germany',
#'native-country_Greece', 
#'native-country_Guatemala',
#'native-country_Haiti', 
#'native-country_Holand-Netherlands',
#'native-country_Honduras', 
#'native-country_Hong',
#'native-country_Hungary', 
#'native-country_India',
#'native-country_Iran', 
#'native-country_Ireland',
#'native-country_Italy', 
#'native-country_Jamaica',
#'native-country_Japan', 
#'native-country_Laos',
#'native-country_Mexico', 
#'native-country_Nicaragua',
#'native-country_Outlying-US(Guam-USVI-etc)', 
#'native-country_Peru',
#'native-country_Philippines', 
#'native-country_Poland',
#'native-country_Portugal', 
#'native-country_Puerto-Rico',
#'native-country_Scotland', 
#'native-country_South',
#'native-country_Taiwan', 
#'native-country_Thailand',
#'native-country_Trinadad&Tobago', 
##'native-country_United-States',
#'native-country_Vietnam', 
#'native-country_Yugoslavia',
'ageGRP_1_[0,20]', 
'ageGRP_2_[20,30]', 
'ageGRP_3_[30,40]',
'ageGRP_4_[40,50]', 
'ageGRP_5_[50,60]', 
##'ageGRP_6_[60,INF)',
'education-numGRP_1_[1,4]', 
'education-numGRP_2_[4,6]',
'education-numGRP_3_[6,8]', 
'education-numGRP_4_[8,10]',
'education-numGRP_5_[10,13]', 
##'education-numGRP_6_[13,16)',
'hours-per-weekGRP_1_[0,20]', 
'hours-per-weekGRP_2_[20,40]',
'hours-per-weekGRP_3_[40,50]', 
'hours-per-weekGRP_4_[50,60]',
##'hours-per-weekGRP_5_[60,INF)'
]
In [26]:
sample_attributes = {'SampleDescription':'FSC Hosted Clients Dupe Claims 2016-2018',
                    'NumClasses':2,
                    'RecordIdentifiers':['SourceDB', 'UniqueClaimId', 'DupeRpt']
                    }

score_parameters = {'Edges':[0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],
                   'Quantiles':10,
                   'ScoreVariable':'Probability',
                   'ScoreLabel':'IncomeScore',
                   'QuantileLabel':'Quantile'
                   }

model_attributes = {'ModelID': None,   
                   'ModelName': 'IncomeLevel',
                   'Version':'19.1',
                   }

6.1 Logistic Regression

In [27]:
model_parameters = {'MLAlgorithm':'LGR', # 'RF', # 'DFF', # 'CNN', # 'CATBST', # 'XGBST'
                    'MaxIterations':50}  

LGRModel = build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable, 
                 model_attributes, sample_attributes, model_parameters, score_parameters, 
                          return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELLGR20190624025628', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190624025628', 'ModelFitTime': -1}
{'MLAlgorithm': 'LGR', 'MaxIterations': 50}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
Warning: Maximum number of iterations has been exceeded.
         Current function value: 0.343977
         Iterations: 50
C:\ProgramData\Anaconda3\lib\site-packages\statsmodels\base\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
In [28]:
LGRModel.model_attributes['ModelID']
Out[28]:
'INCOMELEVELLGR20190624025628'
In [29]:
LGRModel.model_evaluation['AUC']
Out[29]:
0.8895831759393703
In [30]:
LGRModel.model_evaluation['RobustnessTable']
Out[30]:
minProbability maxProbability meanProbability BucketCount ResponseCount BucketFraction ResponseFraction BucketPrecision CumulativeBucketFraction CumulativeResponseFraction CumulativePrecision
Quantile
1 9.21155e-33 0.00272 0.00041 652 4 0.10011 0.00256 0.00613 1.00000 1.00000 0.23967
2 2.72982e-03 0.01075 0.00643 652 4 0.10011 0.00256 0.00613 0.89989 0.99744 0.26565
3 1.07880e-02 0.02500 0.01746 650 13 0.09980 0.00833 0.02000 0.79979 0.99488 0.29814
4 2.50004e-02 0.05585 0.03878 651 25 0.09995 0.01602 0.03840 0.69998 0.98655 0.33779
5 5.59187e-02 0.11454 0.08193 655 58 0.10057 0.03716 0.08855 0.60003 0.97053 0.38767
6 1.14709e-01 0.20391 0.15529 661 108 0.10149 0.06919 0.16339 0.49946 0.93338 0.44789
7 2.04033e-01 0.31519 0.26115 639 166 0.09811 0.10634 0.25978 0.39797 0.86419 0.52045
8 3.15223e-01 0.46869 0.38952 657 272 0.10088 0.17425 0.41400 0.29986 0.75785 0.60573
9 4.68758e-01 0.67284 0.56236 644 378 0.09888 0.24215 0.58696 0.19899 0.58360 0.70293
10 6.74004e-01 0.94710 0.79010 652 533 0.10011 0.34145 0.81748 0.10011 0.34145 0.81748
DataSet 9.21155e-33 0.94710 0.22992 6513 1561 1.00000 1.00000 0.23967 1.00000 1.00000 0.23967

6.2 Random Forest Classifier

In [31]:
model_parameters = {'MLAlgorithm':'RF', # 'LGR', #  'DFF', # 'CNN', # 'CATBST', # 'XGBST'
                    'NTrees':500,
                   'MaxDepth':50,
                   'MinSamplesToSplit':20,
                   'Processors':2} 

RFModel = build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable, 
                 model_attributes, sample_attributes, model_parameters, score_parameters, 
                          return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELRF20190624025631', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190624025631', 'ModelFitTime': -1, 'MLTool': 'statsmodels=0.9.0'}
{'MLAlgorithm': 'RF', 'NTrees': 500, 'MaxDepth': 50, 'MinSamplesToSplit': 20, 'Processors': 2}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    1.4s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    3.4s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    3.8s finished
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.2s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    0.3s finished
In [32]:
RFModel.model_attributes['ModelID']
Out[32]:
'INCOMELEVELRF20190624025631'
In [33]:
RFModel.model_evaluation['AUC']
Out[33]:
0.8851393622206882
In [34]:
RFModel.model_evaluation['RobustnessTable']
Out[34]:
minProbability maxProbability meanProbability BucketCount ResponseCount BucketFraction ResponseFraction BucketPrecision CumulativeBucketFraction CumulativeResponseFraction CumulativePrecision
Quantile
1 0.00000 0.00050 0.00008 652 2 0.10011 0.00128 0.00307 1.00000 1.00000 0.23967
2 0.00053 0.00818 0.00362 651 5 0.09995 0.00320 0.00768 0.89989 0.99872 0.26600
3 0.00819 0.02861 0.01682 652 18 0.10011 0.01153 0.02761 0.79994 0.99552 0.29827
4 0.02868 0.06668 0.04439 650 19 0.09980 0.01217 0.02923 0.69983 0.98398 0.33699
5 0.06695 0.12398 0.09377 653 57 0.10026 0.03652 0.08729 0.60003 0.97181 0.38818
6 0.12432 0.21104 0.16883 651 119 0.09995 0.07623 0.18280 0.49977 0.93530 0.44854
7 0.21105 0.32269 0.26373 650 180 0.09980 0.11531 0.27692 0.39982 0.85906 0.51498
8 0.32469 0.46153 0.39742 652 268 0.10011 0.17168 0.41104 0.30002 0.74375 0.59417
9 0.46241 0.65808 0.55378 650 366 0.09980 0.23447 0.56308 0.19991 0.57207 0.68587
10 0.66099 0.96823 0.78742 652 527 0.10011 0.33760 0.80828 0.10011 0.33760 0.80828
DataSet 0.00000 0.96823 0.23296 6513 1561 1.00000 1.00000 0.23967 1.00000 1.00000 0.23967

Model Comparison

ROC Curve

True Positive Rate (TPR) vs.False Positive Rate (FPR)

References

In [35]:
%matplotlib auto
Using matplotlib backend: Qt5Agg
In [36]:
LGRModel.plot_eval_matrics(comparison=True)
RFModel.plot_eval_matrics(comparison=True)

7. Score

In [37]:
TestDataset=score_dataset(TestDataset, RFModel, edges=None, score_label=None, fill_missing=0)
Test Samples: 6513 loded...
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.2s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    0.2s finished
In [38]:
%matplotlib inline
In [39]:
score_variable=RFModel.get_score_variable()
score_label=RFModel.get_score_label()
Robustnesstable=robustness_table(ResultsSet=TestDataset, class_variable=class_variable, score_variable=score_variable,  score_label=score_label, show_plot=True)

Generate Predicted Value (Score)

Confusion Matrix [actual, predicted]

Confusion Matrix Terms

For a Binary Classifier

  • TN= CF[0,0], FP= CF[0,1], FN= CF[1,0], TP= CF[1,1]
  • Accuracy (ACC) = (TP+TN)/TOTAL
  • Hit Rate, Sensitivity, Recall or True Positive Rate (TPR) = TP/(TP+FN)
  • False Positive Rate (FPR) = FP/(FP+TN)
  • Specificity or True Negative Rate (TNR) = TN/(FP+TN)
  • Miss Rate or False Negative rate (FNR) = FN/(FN+TP)
  • Positive Predictive Value or Precision (PPV) = TP/(TP+FP)
  • Harmonic Mean of Precision and Sensitivity or F1 score (F1) = 2TP/(2TP+FP+FN)

For a Multi-class Classifier

  • TPS = Diagonal(CF)
  • SUCCESS = Sum(TPS)
  • Sum of Actual Conditions (ASUM) = RowSum(CF)
  • Sum of Predicted conditions (PSUM) = ColumnsSum(CF)
  • Positive Predictive Value or Precision for Class i (PPV[i]) = TPS[i]/PSUM
  • Hit Rate, Sensitivity, Recall or True Positive Rate for Class i (TPR[i]) = TPS[i]/ASUM
References:
In [40]:
threshold = 0.7
TestDataset['Predicted'] = np.where(TestDataset[score_variable]>threshold,1,0)
ConfusionMatrix=confusion_matrix(actual_variable=TestDataset[class_variable], predcted_variable=TestDataset['Predicted'], labels=[0,1], sample_weight=None, totals=True)
ConfusionMatrix.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[40]:
Predicted Total
0 1
Actual 0 4865 87 4952
1 1154 407 1561
Total 6019 494 6513
In [41]:
threshold = 0.8
TestDataset['Predicted'] = np.where(TestDataset[score_variable]>threshold,1,0)
ConfusionMatrix=confusion_matrix(actual_variable=TestDataset[class_variable], predcted_variable=TestDataset['Predicted'], labels=[0,1], sample_weight=None, totals=True)
ConfusionMatrix.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[41]:
Predicted Total
0 1
Actual 0 4909 43 4952
1 1326 235 1561
Total 6235 278 6513
In [42]:
ConfusionMatrixRow = confusion_matrix_to_row(ConfusionMatrix, ModelID=RFModel.model_attributes['ModelID'])
ConfusionMatrixRow 
Out[42]:
ModelID TN FP FN TP TOTAL P1 P0 A1 A0 TPR TNR FPR FNR PPV ACC F1
0 INCOMELEVELRF20190624025631 4909 43 1326 235 6513 278 6235 1561 4952 0.15054 0.99132 0.00868 0.84946 0.84532 0.78981 0.25557
In [43]:
Models = [LGRModel, RFModel]
threshold=0.8
ConfusionMatrixComparison = confusion_matrix_comparison(TestDataset, Models, score_variable, threshold)
ConfusionMatrixComparison.style.background_gradient(cmap='coolwarm').set_precision(3)
Test Samples: 6513 loded...
Test Samples: 6513 loded...
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    0.3s finished
Out[43]:
ModelID TN FP FN TP TOTAL P1 P0 A1 A0 TPR TNR FPR FNR PPV ACC F1
0 INCOMELEVELLGR20190624025628_0.8 4921 31 1304 257 6513 288 6225 1561 4952 0.165 0.994 0.00626 0.835 0.892 0.795 0.278
1 INCOMELEVELRF20190624025631_0.8 4909 43 1326 235 6513 278 6235 1561 4952 0.151 0.991 0.00868 0.849 0.845 0.79 0.256

This notebook and related materials were developed by Sumudu Tennakoon to demostrate the MLToolkit python library and its interoperability with the standared Python data analysis and machine learning packages (e.g. Pandas, Sci-kitlearn, Statsmodel, etc.) Create Date: July 1, 2018; Last Update: June 22, 2019. Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0)